<span></span><p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;"> </span></p> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;"></span></p> <hr><p></p> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">C언어와 달리, 머신러닝은 한 두 개 코스나 몇 권의 책으로 끝낼 수는 없습니다. 적어도 2~3년은 올인해야 팀원의 한 사람 몫을 담당할 수 있습니다. 다행히 공개된 온라인 코스들이 많고, 그룹 스터디와 질의/답변 역시 활발하므로, 굳이 대학이나 학원에 소속되어 있지 않더라도 일정 수준까지 공부하는 것은 어렵지 않습니다. </span></p><br><p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">영어, 수학, 통계, 물리, 컴퓨터 과학 및 데이터 과학으로 기초를 다진 뒤에 본격적으로 머신러닝을 시작하는 것이 바람직합니다. 아래 표에 나열된 순서대로 학습하십시오. 만약, 기초가 다소 부족할 경우, 아래 표의 PR 과목들을 속성으로 학습해도 됩니다.</span></p><br><div dir="ltr" style="margin-left:0pt;"> <table style="border:none;border-collapse:collapse;"><colgroup><col width="65"><col width="183"><col width="116"><col width="48"><col width="49"><col width="35"><col width="97"></colgroup><tbody><tr style="height:0pt;"><td style="border-width:.75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:middle;background-color:#4a86e8;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:8pt;font-family:Arial;color:#ffffff;vertical-align:baseline;white-space:pre-wrap;">강좌 요약</span></p></td> <td style="border-width:.75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:middle;background-color:#4a86e8;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:8pt;font-family:Arial;color:#ffffff;vertical-align:baseline;white-space:pre-wrap;">기반 강좌</span></p></td> <td style="border-width:.75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:bottom;background-color:#4a86e8;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:center;"><span style="font-size:8pt;font-family:Arial;color:#ffffff;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">출처</span></p></td> <td style="border-width:.75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:middle;background-color:#4a86e8;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:8pt;font-family:Arial;color:#ffffff;vertical-align:baseline;white-space:pre-wrap;">에피소드</span></p></td> <td style="border-width:.75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:middle;background-color:#4a86e8;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:8pt;font-family:Arial;color:#ffffff;vertical-align:baseline;white-space:pre-wrap;">평균 길이(분)</span></p></td> <td style="border-width:.75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:middle;background-color:#4a86e8;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:8pt;font-family:Arial;color:#ffffff;vertical-align:baseline;white-space:pre-wrap;">하루 10시간</span></p></td> <td style="border-width:.75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:middle;background-color:#4a86e8;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:8pt;font-family:Arial;color:#ffffff;vertical-align:baseline;white-space:pre-wrap;">automatic.city</span></p></td></tr><tr style="height:0pt;"><td colspan="7" style="border-width:0pt 0pt .75pt;border-style:solid;border-color:#000000;vertical-align:middle;background-color:#f3f3f3;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;vertical-align:baseline;white-space:pre-wrap;">머신 러닝 강좌를 수강하기 위해서는 먼저 아래 과목들을 이수해야 합니다(총 39일 또는 10주).</span></p></td></tr><tr style="height:0pt;"><td style="border-width:.75pt .75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">PR1 >></span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.udacity.com/course/programming-foundations-with-python--ud036" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Introduction To Python Programming</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Udacity</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">130</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">3분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">3</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">소개</span></p></td></tr><tr style="height:0pt;"><td style="border-width:.75pt .75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">PR2 >></span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.udacity.com/course/programming-foundations-with-python--ud036" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Programming foundations with Python</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Udacity</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">300</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">3분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">10</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt .75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">PR3 >></span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.khanacademy.org/math/linear-algebra" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">linear algebra</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Khan Academy</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">200</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">3분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">5</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt .75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">PR4 >></span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.khanacademy.org/math/statistics-probability" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">probability</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Khan Academy</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">200</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">3분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">5</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt .75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">PR5 >></span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.khanacademy.org/math/multivariable-calculus" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">multivariable calculus</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Khan Academy</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">100</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">3분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">3</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt .75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">PR6 >></span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Basic Physics (Forces)</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt .75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">PR7 >></span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.udacity.com/course/intro-to-data-science--ud359" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Intro to Data Science</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Udacity</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">180</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">3분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">5</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt .75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">PR8 >></span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.youtube.com/playlist?list=PL833F40F602ECAA92" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Statistics Tutorials</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Roboto;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Jalayer Academy</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Roboto;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">95</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">10분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">5</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt .75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">PR9 >></span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.youtube.com/playlist?list=PLjPbBibKHH1_EZ3kcJFTXDORc6mrryUER" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Statistics and Data Analysis with Google Sheets</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Roboto;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Jalayer Academy</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Roboto;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">11</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">10분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">1</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt .75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">PR10 >></span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.youtube.com/playlist?list=PLjPbBibKHH18ygMAalO6BPPyVVE3KFoHu" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Introduction to Applied Statistics with R</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Roboto;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Jalayer Academy</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Roboto;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">30</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">10분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">2</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt .75pt 0pt 0pt;border-style:solid;border-color:#000000;vertical-align:bottom;background-color:#1155cc;padding:2pt;"><br></td> <td style="border-width:.75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:bottom;background-color:#1155cc;padding:2pt;"><br></td> <td colspan="3" style="border-width:.75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:middle;background-color:#1155cc;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#ffffff;vertical-align:baseline;white-space:pre-wrap;">총 학습일</span></p></td> <td style="border-width:.75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:middle;background-color:#1155cc;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#ffffff;vertical-align:baseline;white-space:pre-wrap;">39</span></p></td> <td style="border-width:.75pt 0pt 0pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;background-color:#1155cc;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td colspan="7" style="border-width:0pt 0pt .75pt;border-style:solid;border-color:#000000;vertical-align:middle;background-color:#f3f3f3;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;vertical-align:baseline;white-space:pre-wrap;">Prerequisite 과목을 마쳤다면, 아래 강의로 머신러닝의 기본 개념을 학습하십시오(총 28주 또는 7개월).</span></p></td></tr><tr style="height:0pt;"><td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">ML1 >></span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.youtube.com/watch?v=BS6O0zOGX4E&list=PLlMkM4tgfjnLSOjrEJN31gZATbcj_MpUm" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">모두를 위한 딥러닝 강좌</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.youtube.com/user/hunkims" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Sung Kim</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">39</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">10분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">2</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">ML2 >></span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.youtube.com/watch?v=elojMnjn4kk&list=PL5-da3qGB5ICeMbQuqbbCOQWcS6OYBr5A" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Machine learning in Python with scikit-learn</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">10</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">10분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">1</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">ML3 >></span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.youtube.com/playlist?list=PLgIPpm6tJZoRdxIz247lwQbZuQ5X22DCl" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Machine Learning (Coursera)</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Coursera</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">107</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">4분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">3</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">ML4 >></span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.udacity.com/course/intro-to-machine-learning--ud120" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Intro to Machine Learning</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Udacity</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">494</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">3분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">10</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">ML5 >></span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.udacity.com/course/artificial-intelligence-for-robotics--cs373" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Artificial Intelligence for Robotics</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Udacity</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">200</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">3분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">5</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">ML6 >></span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.udacity.com/course/introduction-to-computer-vision--ud810" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Intro to Computer Vision</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Udacity</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">500</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">3분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">10</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">ML7 >></span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.youtube.com/watch?v=gj4GsbkyndY&list=PLA83b1JHN4lxUAZC7a3vSs2DU8lnDxez6" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Machine Learning</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.youtube.com/channel/UCRhhFunXogiEK3WiinHGTAQ" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">MyStudy</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">36</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Roboto;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">15분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Roboto;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">4</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">ML8 >></span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.youtube.com/playlist?list=PLD0F06AA0D2E8FFBA" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Machine Learning</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.youtube.com/channel/UCcAtD_VYwcYwVbTdvArsm7w" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">mathematicalmonk</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">160</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">15분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Roboto;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">12</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">ML9 >></span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.coursera.org/learn/neural-networks" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Neural Networks for Machine Learning — Geoffrey Hinton 2016</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Coursera</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">78</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">10분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">5</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">ML10 >></span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.youtube.com/watch?v=w2OtwL5T1ow&list=PLzVF1nAqI9VmKRcgzZX0L0diFoApovY88" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Machine Learning Tutorial</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">UBC</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">21</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Roboto;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">60분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">7</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">ML11 >></span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.youtube.com/watch?v=pid0lUH467o&list=PLE6Wd9FR--Ecf_5nCbnSQMHqORpiChfJf" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Undergraduate machine learning</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">UBC</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">33</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Roboto;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">60분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">11</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt .75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">ML13 >></span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.youtube.com/watch?v=p0Piq03ZKTw&list=PLOxR6w3fIHWyOa1Guwjl-oNNfvZ4yQUuD" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Graduate Artificial Intelligence</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.youtube.com/watch?v=p0Piq03ZKTw&list=PLOxR6w3fIHWyOa1Guwjl-oNNfvZ4yQUuD" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">CMU</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">23</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">80분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">8</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt .75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">ML14 >></span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.youtube.com/watch?v=TjZBTDzGeGg&list=PLUl4u3cNGP63gFHB6xb-kVBiQHYe_4hSi" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">MIT 6.034 Artificial Intelligence</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">MIT</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">30</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">50분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">10</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt .75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">ML15</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.youtube.com/watch?v=mbyG85GZ0PI&list=PLD63A284B7615313A" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Machine Learning Course - CS 156</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Caltech</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">18</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">70분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">10</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt .75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">ML16</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.youtube.com/watch?v=3aCn2-Slaoc&list=PLIeooNSdhQE5kRrB71yu5yP9BRCJCSbMt" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">CS 188</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Berkeley</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">64</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">70분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">10</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt .75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">ML17</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.youtube.com/watch?v=g-PvXUjD6qg&list=PLlJy-eBtNFt6EuMxFYRiNRS07MCWN5UIA" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">cs231n</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Stanford</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">19</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">70분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">10</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt .75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">ML18</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.youtube.com/watch?v=dV80NAlEins&list=PLE6Wd9FR--EfW8dtjAuPoTuPcqmOV53Fu" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Deep learning</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Oxford</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">16</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">60분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">8</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt .75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">ML19</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.youtube.com/watch?v=2pWv7GOvuf0&list=PL7-jPKtc4r78-wCZcQn5IqyuWhBZ8fOxT" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Reinforcement learning</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.youtube.com/channel/UCP7jMXSY2xbc3KCAE0MHQ-A" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">DeepMind</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">10</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">80분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">5</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt .75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">ML20</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.youtube.com/watch?v=1L0TKZQcUtA&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Deep Learning for Self-Driving Cars</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">MIT</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">4</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">90분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">2</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt .75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">ML21</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.youtube.com/watch?v=zij_FTbJHsk&list=PLrAXtmErZgOfMuxkACrYnD2fTgbzk2THW" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Deep Learning School 2016: Individual Talks</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">MIT</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">12</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">80분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">4</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt .75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">ML22</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.youtube.com/watch?v=nFTQ7kHQWtc&list=PLrAXtmErZgOfvrgXrKgzAFbqAW-lCG0Fv" target="_blank"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Research</span></a></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">MIT</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">7</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">80분</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">3</span></p></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr><tr style="height:0pt;"><td style="border-width:.75pt .75pt .75pt 0pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">ML23</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Open AI</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">openai</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">n/a</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">n/a</span></p></td> <td style="border-width:.75pt;border-style:solid;border-color:#000000;vertical-align:middle;padding:2pt;"><br></td> <td style="border-width:.75pt 0pt .75pt .75pt;border-style:solid;border-color:#000000;vertical-align:bottom;padding:2pt;"><br></td></tr></tbody></table></div><br><p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">영어, 수학, 파이썬 등의 기초를 다진 뒤에, 아래 순서대로 학습하면 대략 1년 정도에 위의 강좌 전체를 일괄할 수 있습니다. 4년 정도 투자할 생각이 아니라면, 직장을 다니면서 공부하기는 무리입니다. </span></p><br><p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">편의상, 머신러닝 학습을 다섯 단계로 나눠 기술합니다. </span></p><br><p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">다음은 제 1단계입니다. 일종의 스파링인 기초 단계인데, 대략 2개월 정도의 학습 분량입니다. 공부하다가 막히는 부분이 있으면, Stackoverflow에 질문하십시오. 늦어도 24시간 이내에 답변이 올라옵니다. 물론 질문은 영어로 해야 겠죠. </span></p> <ol style="margin-top:0pt;margin-bottom:0pt;"><li dir="ltr" style="list-style-type:decimal;font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">제일 먼저 볼 강좌는 이 바닥에서 드물게 한국인인 Sung Kim 교수의 </span><a target="_blank" href="https://www.youtube.com/watch?v=BS6O0zOGX4E&list=PLlMkM4tgfjnLSOjrEJN31gZATbcj_MpUm" target="_blank"><span style="font-size:10pt;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">모두를 위한 딥러닝 강좌</span></a><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">입니다. 특히, 머신러닝의 핵심 중 핵심 알고리즘인 Backpropagation(열쇠 깎는 방법?) 설명이 훌륭합니다. 머신러닝의 기본 개념을 잡는데는 충분한 강의이며, 하루 이틀이면 모두 시청할 수 있습니다. </span></p></li> <li dir="ltr" style="list-style-type:decimal;font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">다음은 </span><a target="_blank" href="https://www.youtube.com/watch?v=elojMnjn4kk&list=PL5-da3qGB5ICeMbQuqbbCOQWcS6OYBr5A" target="_blank"><span style="font-size:10pt;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Machine learning in Python with scikit-learn</span></a><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">입니다. 파이썬과 머신러닝 라이버러리의 개념을 잡을 수 있으며, 하루 이틀이면 충분합니다. </span></p></li> <li dir="ltr" style="list-style-type:decimal;font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">이어서, Stanford 대학의 Andrew Ng 교수의 강의입니다. 이 분야의 고전이기도 하고, 누군가를 가르치는 재능이 타고난 분입니다. 상당히 쉽게 따라갈 수 있으며, 대략 1~2주면 다 볼 수 있습니다. </span></p></li> <li dir="ltr" style="list-style-type:decimal;font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Stanford 대학의 Sebastian Thrun 교수 역시 Andrew Ng만큼이나 타고난 교직자입니다. 강의 내용이 비슷한 부분도 있고 다른 부분도 있으므로, 1~2주에 걸쳐 시청하십시오. </span></p></li> <li dir="ltr" style="list-style-type:decimal;font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Sebastian Thrun 교수의 다른 강의인 </span><a target="_blank" href="https://www.udacity.com/course/artificial-intelligence-for-robotics--cs373" target="_blank"><span style="font-size:10pt;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Artificial Intelligence for Robotics</span></a><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">는 자율주행 차량의 기본 메커니즘을 설명합니다. 쉽고 재밌습니다. </span></p></li> <li dir="ltr" style="list-style-type:decimal;font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.udacity.com/course/introduction-to-computer-vision--ud810" target="_blank"><span style="font-size:10pt;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Intro to Computer Vision</span></a><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;"> 강의는 컴퓨터가 사물을 어떻게 인식하는 지 설명합니다. 강의 분량이 상당하므로, 10일 정도 투자해야 합니다. 재밌는 부분만 골라서 봐도 무방합니다. </span></p></li> <li dir="ltr" style="list-style-type:decimal;font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.youtube.com/watch?v=gj4GsbkyndY&list=PLA83b1JHN4lxUAZC7a3vSs2DU8lnDxez6" target="_blank"><span style="font-size:10pt;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Machine Learning</span></a><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">은 별로 알려져 있지 않지만 머신러닝 학습자의 필수 도구(Tool)인 Jupyter를 익히기에 매우 요긴한 강의입니다. 2~3일 정도면 무난합니다. </span></p></li></ol><br><p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">이어서 아래의 2단계 과정을 진행하십시오. 2단계는 머신러닝의 대표적 알고리즘들을 완전히 이해하는 데 초점을 두고, 약 2~3개월 간 진행하십시오. </span></p> <ol style="margin-top:0pt;margin-bottom:0pt;" start="8"><li dir="ltr" style="list-style-type:decimal;font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">제목은 같지만 내용은 다른 </span><a target="_blank" href="https://www.youtube.com/playlist?list=PLD0F06AA0D2E8FFBA" target="_blank"><span style="font-size:10pt;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Machine Learning</span></a><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">은 머신러닝의 다양한 알고리즘들을 익히기에 좋은 강의입니다. 이런 알고리즘들에 대한 지식은 이어지는 여터 강의 시청을 위해 꼭 필요합니다. 7~10일 분량입니다.</span></p></li> <li dir="ltr" style="list-style-type:decimal;font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;"> </span><a target="_blank" href="https://www.coursera.org/learn/neural-networks" target="_blank"><span style="font-size:10pt;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Neural Networks for Machine Learning — Geoffrey Hinton 2016</span></a><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;"> 강의는 AI의 전설인 Hinton 교수가 진행합니다. Andrew Ng 교수와 Sebastian Thrun 교수가 워낙 가르치는 기술이 탁월하다보니 그에 비교하면, Hinton 교수의 강의는 다소 재미없습니다. 그럼에도 Neural Network의 동작 원리를 이해하는데 빠뜨릴 수 없는 강좌입니다. 대략 1개월 분량입니다.</span></p></li> <li dir="ltr" style="list-style-type:decimal;font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://www.youtube.com/watch?v=w2OtwL5T1ow&list=PLzVF1nAqI9VmKRcgzZX0L0diFoApovY88" target="_blank"><span style="font-size:10pt;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Machine Learning Tutorial</span></a><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;"> 강의는 신세대인 </span><a target="_blank" href="https://www.youtube.com/channel/UC0z_jCi0XWqI8awUuQRFnyw" target="_blank"><span style="font-size:10pt;font-family:Roboto;color:#333333;vertical-align:baseline;white-space:pre-wrap;">Nando de Freitas</span></a><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;"> 교수가 UBC에 재직 중에 녹화한 것입니다. 학부 수준의 강의로, 머신러닝의 다양한 측면들을 일람하기에 좋습니다. 이 수업은 찾아봐야 할 자료들이 워낙 많아서 학습 기간을 1 개월은 잡아야 합니다. 대신에 다른 강좌들을 쉽게 이어갈 수 있습니다. </span></p></li> <li dir="ltr" style="list-style-type:decimal;font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">카네기멜론 대학이 제공하는 </span><a target="_blank" href="https://www.youtube.com/watch?v=p0Piq03ZKTw&list=PLOxR6w3fIHWyOa1Guwjl-oNNfvZ4yQUuD" target="_blank"><span style="font-size:10pt;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Graduate Artificial Intelligence</span></a><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;"> 강의는 제목은 대학원 과정이지만, 내용 자체는 평이한 수준이며, 깊이있게 하나의 주제를 파는 것이 아니라, 여러 AI 분야들을 대략적으로 소개하는 강의입니다. Nando de Freitas 교수의 학부과정 머신 러닝 다음 강좌로 적합하며, 15일 정도면 무난합니다.</span></p></li> <li dir="ltr" style="list-style-type:decimal;font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">MIT 대학의 </span><a target="_blank" href="https://www.youtube.com/watch?v=TjZBTDzGeGg&list=PLUl4u3cNGP63gFHB6xb-kVBiQHYe_4hSi" target="_blank"><span style="font-size:10pt;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">MIT 6.034 Artificial Intelligence</span></a><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;"> 역시 중급 수준에 적합합니다. MIT의 수업 분위기도 즐길 수 있습니다. 학교마다 약간씩 수업 분위기가 다른 점도 재밌습니다.  </span></p></li> <li dir="ltr" style="list-style-type:decimal;font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">마지막으로 캘리포니아 공대의 </span><a target="_blank" href="https://www.youtube.com/watch?v=mbyG85GZ0PI&list=PLD63A284B7615313A" target="_blank"><span style="font-size:10pt;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Machine Learning Course - CS 156</span></a><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;"> 수업입니다. 제 2단계에서 배운 여러 알고리즘을 정리하기 좋은 강의입니다.  </span></p></li></ol><br><p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;"> 2단계에서 다양한 알고리즘들을 충분히 숙지했다면, 3단계에서 실제 뉴럴 네트워크를 작성해 보십시오. </span></p> <ol style="margin-top:0pt;margin-bottom:0pt;" start="14"><li dir="ltr" style="list-style-type:decimal;font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">버클리 대학의 </span><a target="_blank" href="https://www.youtube.com/watch?v=3aCn2-Slaoc&list=PLIeooNSdhQE5kRrB71yu5yP9BRCJCSbMt" target="_blank"><span style="font-size:10pt;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">CS 188</span></a><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">은 고전이랄 수 있는데, 직접 AI Pacman이나 여타 게임을 작성해 볼 수 있습니다. 대략 3개월 정도 시간적 여유를 가지고 천천히 진행하십시오. 동료들과 그룹 스터디를 구성하면 더욱 효과적입니다. </span></p></li> <li dir="ltr" style="list-style-type:decimal;font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">아마도 대중적으로 가장 널리 알려진 강의가 스탠포드 대학의 </span><a target="_blank" href="https://www.youtube.com/watch?v=g-PvXUjD6qg&list=PLlJy-eBtNFt6EuMxFYRiNRS07MCWN5UIA" target="_blank"><span style="font-size:10pt;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">cs231n</span></a><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">이지 싶습니다. 강의보다는 ImageNet이라는 콘테스트와 직접 연관되는 점이 그러한 인기의 원인입니다. 이미지 해석에 국한된 강의이므로, 강의 그 자체는 버클리의 CS188에 비해 재미나 범용성이 없습니다. 그럼에도 결코 빠뜨릴 수 없는 강의입니다. </span></p></li></ol><br><p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">3단계는 대학원 수준의 강의이며, 독학으로 진행하는 것이 무리입니다. 지도자가 필요한데, 구글 검색하면, 어렵지 않게 찾을 수 있을 것입니다.   </span></p> <ol style="margin-top:0pt;margin-bottom:0pt;" start="16"><li dir="ltr" style="list-style-type:decimal;font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;"> 옥스포드 대학의 </span><a target="_blank" href="https://www.youtube.com/watch?v=dV80NAlEins&list=PLE6Wd9FR--EfW8dtjAuPoTuPcqmOV53Fu" target="_blank"><span style="font-size:10pt;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Deep learning</span></a><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;"> 강의는 수학 지식이 탄탄하지 않으면 따라갈 수 없습니다. ‘수학 공부 방법’의 표에 나열된 과목들 가운데 중등과정 마지막 강의까지 마친 뒤, 2~3개월 정도의 시간적 여유를 가지고, 관련 자료들을 찾아보면서 학습해 나가길 권합니다.   </span></p></li> <li dir="ltr" style="list-style-type:decimal;font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">DeepMind의 </span><a target="_blank" href="https://www.youtube.com/watch?v=2pWv7GOvuf0&list=PL7-jPKtc4r78-wCZcQn5IqyuWhBZ8fOxT" target="_blank"><span style="font-size:10pt;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Reinforcement learning</span></a><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;"> 강의는 알파고 개발팀 일원이 직접 강의합니다. 대단히 재밌지만, 앞 서 언급한 1~2단계를 깔끔하게 마무리짓지 못했으면 따라갈 수 없습니다. 대략 1개월 분량입니다. </span></p></li></ol><br><p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">4단계는 실전에 가까운 연습입니다. </span></p> <ol style="margin-top:0pt;margin-bottom:0pt;" start="18"><li dir="ltr" style="list-style-type:decimal;font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">MIT의 </span><a target="_blank" href="https://www.youtube.com/watch?v=1L0TKZQcUtA&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf" target="_blank"><span style="font-size:10pt;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Deep Learning for Self-Driving Cars</span></a><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;"> 강의를 잘 이해하면, 직접 자율주행 자동차를 제작할 수 있습니다. </span></p></li> <li dir="ltr" style="list-style-type:decimal;font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">MIT의 </span><a target="_blank" href="https://www.youtube.com/watch?v=zij_FTbJHsk&list=PLrAXtmErZgOfMuxkACrYnD2fTgbzk2THW" target="_blank"><span style="font-size:10pt;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">Deep Learning School 2016: Individual Talks</span></a><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">은 입가심이랄 수 있습니다. 하루 분량입니다. </span></p></li></ol><br><p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><span style="font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">5단계는 실전입니다.  </span></p> <ol style="margin-top:0pt;margin-bottom:0pt;" start="20"><li dir="ltr" style="list-style-type:decimal;font-size:10pt;font-family:Arial;color:#434343;background-color:transparent;vertical-align:baseline;"> <p dir="ltr" style="line-height:1.8;margin-top:0pt;margin-bottom:0pt;text-align:justify;"><a target="_blank" href="https://gym.openai.com/" target="_blank"><span style="font-size:10pt;color:#1155cc;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;">https://gym.openai.com/</span></a><span style="font-size:10pt;background-color:transparent;vertical-align:baseline;white-space:pre-wrap;"> 에 있는 내용을 모두 이해하고, 응용할 수 있으면, 머신러닝 과정은 끝입니다. </span></p></li></ol>