bio + Python + Spark ! <p>진행 중 : PART II</p> <h2 id="part-ii">PART II</h2> <ul> <li>2015년 8월 20일~ 2015년 9월 17일<br></li> </ul> <table><thead> <tr> <th>회차</th> <th style="text-align: center">일시</th> <th style="text-align: left">내용</th> <th style="text-align: center">발표자</th> <th style="text-align: center">발표자료</th> </tr> </thead><tbody> <tr> <td>1</td> <td style="text-align: center">8/20</td> <td style="text-align: left">pySpark 설치 및 기초</td> <td style="text-align: center">최창순</td> <td style="text-align: center"><a href="http://nbviewer.ipython.org/github/biospin/biospark/blob/master/Part2/Week1_20150820/spark_tutorial_student.ipynb">발표자료</a></td> </tr> <tr> <td></td> <td style="text-align: center"></td> <td style="text-align: left">pySpark를 이용한 간단한 실습(Word count)</td> <td style="text-align: center">최창순</td> <td style="text-align: center"><a href="http://nbviewer.ipython.org/github/biospin/biospark/blob/master/Part1/Week4/lab1_word_count_student_Answer_CS_20150730.ipynb">발표자료</a></td> </tr> <tr> <td>2</td> <td style="text-align: center">9/3</td> <td style="text-align: left">Numpy module 소개 및 Linear regression</td> <td style="text-align: center">최창순</td> <td style="text-align: center"><a href="http://nbviewer.ipython.org/github/biospin/biospark/blob/master/Part2/Week2_20150903/Week2_Numpy_LinearReg.ipynb">발표자료</a></td> </tr> <tr> <td></td> <td style="text-align: center"></td> <td style="text-align: left">Linear Regression and Distributed ML Principles</td> <td style="text-align: center">최홍용</td> <td style="text-align: center"><a href="https://drive.google.com/file/d/0Bxpyd3jlvM81TDBlT2tXUHBjcGM/view">발표자료</a></td> </tr> <tr> <td>3</td> <td style="text-align: center">9/10</td> <td style="text-align: left">실습 : Millionsong Regression Pipelin</td> <td style="text-align: center">김가경</td> <td style="text-align: center"><a href="http://nbviewer.ipython.org/github/biospin/biospark/blob/master/Part2/Week3_20150910/ML_lab3_linear_reg_student_answer.ipynb">발표자료</a></td> </tr> <tr> <td></td> <td style="text-align: center"></td> <td style="text-align: left">Logistic Regression and Click-through Rate Predictione</td> <td style="text-align: center">김동완</td> <td style="text-align: center"></td> </tr> <tr> <td>4</td> <td style="text-align: center">9/17</td> <td style="text-align: left"></td> <td style="text-align: center"></td> <td style="text-align: center"></td> </tr> <tr> <td></td> <td style="text-align: center"></td> <td style="text-align: left">실습 : Click-through Rate Prediction Pipeline</td> <td style="text-align: center"></td> <td style="text-align: center"></td> </tr> <tr> <td>5</td> <td style="text-align: center">9/24</td> <td style="text-align: left">PCA and Neuroimaging</td> <td style="text-align: center"></td> <td style="text-align: center"></td> </tr> <tr> <td></td> <td style="text-align: center"></td> <td style="text-align: left">실습 : Neuroimaging Analysis via PCA</td> <td style="text-align: center"></td> <td style="text-align: center"></td> </tr> </tbody></table> <h2 id="part-i">PART I</h2> <ul> <li>2015년 7월 2일~ 2015년 7월 30일<br></li> </ul> <table><thead> <tr> <th>회차</th> <th style="text-align: center">일시</th> <th style="text-align: left">내용</th> <th style="text-align: center">발표자</th> <th style="text-align: center">발표자료</th> </tr> </thead><tbody> <tr> <td>1</td> <td style="text-align: center">7/2</td> <td style="text-align: left">Introduction to Big Data and Data Science</td> <td style="text-align: center">최창순</td> <td style="text-align: center"><a href="http://nbviewer.ipython.org/github/biospin/biospark/blob/master/Part1/Week1/20150702_BioSpark_Part1-1.ipynb">발표자료</a></td> </tr> <tr> <td></td> <td style="text-align: center"></td> <td style="text-align: left">pySpark 설치 (ipython notebook)</td> <td style="text-align: center">최창순</td> <td style="text-align: center"></td> </tr> <tr> <td>2</td> <td style="text-align: center">7/9</td> <td style="text-align: left">Spark Essentials</td> <td style="text-align: center">김학우</td> <td style="text-align: center"><a href="https://docs.google.com/presentation/d/1MwPX4AgAgnyi2mDWDtZnNbBhkuI9Atgm0ys48kC_4H0/edit#slide=id.p3">발표자료</a></td> </tr> <tr> <td>3</td> <td style="text-align: center">7/16</td> <td style="text-align: left">Semi-Structured / Structured Data</td> <td style="text-align: center">조혁준</td> <td style="text-align: center"><a href="http://nbviewer.ipython.org/github/biospin/biospark/blob/master/Part1/Week3/biospark.ipynb">발표자료</a></td> </tr> <tr> <td>4</td> <td style="text-align: center">7/30</td> <td style="text-align: left">pySpark를 이용한 Word Count</td> <td style="text-align: center">최창순</td> <td style="text-align: center"><a href="http://nbviewer.ipython.org/github/biospin/biospark/blob/master/Part1/Week4/lab1_word_count_student_Answer_CS_20150730.ipynb">발표자료</a></td> </tr> <tr> <td></td> <td style="text-align: center"></td> <td style="text-align: left">정규표현식 살펴보기</td> <td style="text-align: center">김동완</td> <td style="text-align: center"><a href="https://docs.google.com/document/d/1E185qknU4exS_V8vxg6HAlEtS3Gmw3LQnv6bXM_2UOw/edit">발표자료</a></td> </tr> <tr> <td>5</td> <td style="text-align: center">8/6</td> <td style="text-align: left">pySpark를 이용한 Web Server Log Analysis</td> <td style="text-align: center">최창순</td> <td style="text-align: center"><a href="http://nbviewer.ipython.org/github/biospin/biospark/blob/master/Part1/Week5/lab2_apache_log_student_Answer_CS_20150806.ipynb">발표자료</a></td> </tr> <tr> <td></td> <td style="text-align: center"></td> <td style="text-align: left">pySpark를 이용한 Text Analysis와 Entity Resolution(1)</td> <td style="text-align: center">김동완</td> <td style="text-align: center"><a href="http://nbviewer.ipython.org/github/biospin/biospark/blob/master/Part1/Week5/2015_08_06_lab3_text_analysis_and_entity_resolution_student.ipynb">발표자료</a></td> </tr> <tr> <td>6</td> <td style="text-align: center">8/13</td> <td style="text-align: left">pySpark를 이용한 Text Analysis와 Entity Resolution(2)</td> <td style="text-align: center">김동완</td> <td style="text-align: center"><a href="http://nbviewer.ipython.org/github/biospin/biospark/blob/master/Part1/Week6/2015_08_13_lab3_text_analysis_and_entity_resolution_student.ipynb">발표자료</a></td> </tr> <tr> <td></td> <td style="text-align: center"></td> <td style="text-align: left">Introduction to Machine Learning with Apache Spark</td> <td style="text-align: center">임성광</td> <td style="text-align: center"></td> </tr> </tbody></table> Tue, 25 Aug 2015 00:00:00 +0000 /SCHEDULE/ /SCHEDULE/ <ul> <li>매주 목요일, 저녁 7시 ~ 9시. 글로벌널리지(역삼역 1번 출구)</li> </ul> <h1 id="교재">교재</h1> <h2 id="part-i">PART I</h2> <ul> <li>BerkeleyX: CS100.1x Introduction to Big Data with Apache Spark </li> <li>강의 (<a href="https://courses.edx.org/courses/BerkeleyX/CS100.1x/1T2015/info">https://courses.edx.org/courses/BerkeleyX/CS100.1x/1T2015/info</a>) </li> </ul> <h2 id="part-ii">PART II</h2> <ul> <li>BerkeleyX: CS190.1x Scalable Machine Learning</li> <li>강의 (<a href="https://courses.edx.org/courses/BerkeleyX/CS190.1x/1T2015/info">https://courses.edx.org/courses/BerkeleyX/CS190.1x/1T2015/info</a>)</li> </ul> Tue, 25 Aug 2015 00:00:00 +0000 /INFO/ /INFO/