https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/ 2026-04-09T10:09:06+00:00 https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/ https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/_media/wiki:dokuwiki-128.png text/html 2019-08-22T21:28:38+00:00 hj (hj@undisclosed.example.com) https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/start?rev=1566509318&do=diff EECS 6327 Probabilistic Models & Machine Learning (Winter 2018) Description The course introduces some probabilistic models and machine learning methods. The covered topics may include: * Bayesian Decision theory, Generative vs Discriminative modelling text/html 2019-08-22T21:24:36+00:00 hj (hj@undisclosed.example.com) https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/projects?rev=1566509076&do=diff * Project one * Project Two: Your project 2 report will be submitted as a CS conference paper. You may use any latex temple from CVPR, ACL, ICML, etc. It is expected to be 6-8 pages (double-columned). I will mark your report as a conference reviewer based on format, writing style, work quality, extra additions to the existing methods, etc.. text/html 2019-08-22T21:24:16+00:00 hj (hj@undisclosed.example.com) https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/assignment?rev=1566509056&do=diff * Assignment One (due on Feb 15) * Assignment Two text/html 2019-08-22T21:23:55+00:00 hj (hj@undisclosed.example.com) https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/lecture_notes?rev=1566509035&do=diff * Weeks 1-2: A. Machine Learning (basic concepts); B. Math foundation: probabilities and statistics, Bayes theorem, Entropy, mutual information, decision tree, optimization, matrix factorization (Weekly Reading: W2) (A useful online manual on Matrix Calculus) text/html 2019-08-22T21:21:47+00:00 hj (hj@undisclosed.example.com) https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/whats_new?rev=1566508907&do=diff What's New? Refresh your page!!! * Mar 14: We will have our final lecture this Thursday. We will not have classes during last two weeks (March 19-30), instead we will have two 3-hour presentations scheduled at 2-5pm on March 27 and March 29, the location has been confirmed at LAS3033. text/html 2018-03-27T18:07:21+00:00 hj (hj@undisclosed.example.com) https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/presentations?rev=1522174041&do=diff Advanced Topics for self-study and Presentation Advanced Topics for self-study and Presentation Presentation (Part I) 2-5pm, March 27 (Tuesday) @LAS3033 * Yuping Lin: Convolutional Neural Nets for Image Recognition ( paper1, paper2,paper3, paper4) * Abbas Masoumzadeh: Object detection using R-CNNs ( text/html 2018-03-13T17:31:23+00:00 hj (hj@undisclosed.example.com) https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/?image=ml8-graphicalmodel.pdf&ns=0&rev=1520962283&tab_details=history&media_do=diff&do=media <img src="https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/lib/images/fileicons/svg/pdf.svg" alt="ml8-graphicalmodel.pdf" loading="lazy" width="500" height="500" /> text/html 2018-03-06T17:41:18+00:00 hj (hj@undisclosed.example.com) https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/?image=ml7-generative.pdf&ns=0&rev=1520358078&tab_details=history&media_do=diff&do=media <img src="https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/lib/images/fileicons/svg/pdf.svg" alt="ml7-generative.pdf" loading="lazy" width="500" height="500" /> text/html 2018-03-06T17:32:55+00:00 hj (hj@undisclosed.example.com) https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/?image=a2.pdf&ns=0&rev=1520357575&tab_details=history&media_do=diff&do=media <img src="https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/lib/images/fileicons/svg/pdf.svg" alt="a2.pdf" loading="lazy" width="500" height="500" /> text/html 2018-02-27T19:48:11+00:00 hj (hj@undisclosed.example.com) https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/?image=ml6-ann.pdf&ns=0&rev=1519760891&tab_details=history&media_do=diff&do=media <img src="https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/lib/images/fileicons/svg/pdf.svg" alt="ml6-ann.pdf" loading="lazy" width="500" height="500" /> text/html 2018-02-06T19:56:41+00:00 hj (hj@undisclosed.example.com) https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/?image=ml5-discriminative.pdf&ns=0&rev=1517947001&tab_details=history&media_do=diff&do=media <img src="https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/lib/images/fileicons/svg/pdf.svg" alt="ml5-discriminative.pdf" loading="lazy" width="500" height="500" /> text/html 2018-02-01T17:52:11+00:00 hj (hj@undisclosed.example.com) https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/?image=ml4-decision-rule.pdf&ns=0&rev=1517507531&tab_details=history&media_do=diff&do=media <img src="https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/lib/images/fileicons/svg/pdf.svg" alt="ml4-decision-rule.pdf" loading="lazy" width="500" height="500" /> text/html 2018-01-25T18:57:50+00:00 hj (hj@undisclosed.example.com) https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/?image=a1.pdf&ns=0&rev=1516906670&tab_details=history&media_do=diff&do=media <img src="https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/lib/images/fileicons/svg/pdf.svg" alt="a1.pdf" loading="lazy" width="500" height="500" /> text/html 2018-01-23T19:42:18+00:00 hj (hj@undisclosed.example.com) https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/?image=ml3-feature.pdf&ns=0&rev=1516736538&tab_details=history&media_do=diff&do=media <img src="https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/lib/images/fileicons/svg/pdf.svg" alt="ml3-feature.pdf" loading="lazy" width="500" height="500" /> text/html 2018-01-10T15:58:17+00:00 hj (hj@undisclosed.example.com) https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/?image=projects.pdf&ns=0&rev=1515599897&tab_details=history&media_do=diff&do=media <img src="https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/lib/images/fileicons/svg/pdf.svg" alt="projects.pdf" loading="lazy" width="500" height="500" /> text/html 2018-01-10T15:58:08+00:00 hj (hj@undisclosed.example.com) https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/?image=project1.pdf&ns=0&rev=1515599888&tab_details=history&media_do=diff&do=media <img src="https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/lib/images/fileicons/svg/pdf.svg" alt="project1.pdf" loading="lazy" width="500" height="500" /> text/html 2018-01-09T19:40:32+00:00 hj (hj@undisclosed.example.com) https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/?image=ml2-math.pdf&ns=0&rev=1515526832&tab_details=history&media_do=diff&do=media <img src="https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/lib/images/fileicons/svg/pdf.svg" alt="ml2-math.pdf" loading="lazy" width="500" height="500" /> text/html 2018-01-04T18:40:04+00:00 hj (hj@undisclosed.example.com) https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/?image=ml1-intro.pdf&ns=0&rev=1515091204&tab_details=history&media_do=diff&do=media <img src="https://wiki.eecs.yorku.ca/course_archive/2017-18/W/6327/lib/images/fileicons/svg/pdf.svg" alt="ml1-intro.pdf" loading="lazy" width="500" height="500" />