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Workshop Slides

for COMP90051 Statistical Machine Learning (2017 S2) - The University of Melbourne

I've created a dropbox folder and uploaded all files there. [dropbox link]

You can save them to your dropbox (~7MB), or download them in one zip file by "Download" -> "Direct download". Download all files in one zip file.

Week Slides
2 2017S2_SML_Week02.pdf
2 2_bias_var_MSE_and_estimators.ipynb (view in html)
3 2017S2_SML_Week03.pdf
4 2017S2_SML_Week04.pdf
5 2017S2_SML_Week05.pdf
6 2017S2_SML_Week06.pdf
6 6_backprop.ipynb (view in html)
7 2017S2_SML_Week07.pdf
8 2017S2_SML_Week08.pdf
8 8_em_algorithm.ipynb (view in html)
8 8_em_algorithm_derivation.pdf
9 2017S2_SML_Week09.pdf
9 9_spectral_clustering.ipynb (view in html)
10 2017S2_SML_Week10.pdf
11 2017S2_SML_Week11.pdf
12 2017S2_SML_Week12.pdf

Updates

  • 2017-10-23 16:04 Use Acrobat PDFMaker to generate pdfs, no change to the content (Week02/03/05/06/07, slides)
  • 2017-10-23 15:51 Fix typos: m_FG[HT] * table_HT[HT] -> m_FG * table_HT in page22/23/25/27 (Week12, slides)
  • 2017-10-22 00:19 Upload code for bias, var, and MSE of estimators (Week 02)
  • 2017-10-21 01:50 Upload code for spectral clustering (Week 09)
  • 2017-10-19 00:55 Upload an explanation to the EM algorithm (Week 08)
  • 2017-10-17 01:30 Upload slides (Week 12)
  • 2017-10-10 15:02 Fix typos in page 20 (Week 11, slides)
  • 2017-10-10 11:57 Upload slides (Week 11)
  • 2017-10-03 16:57 Some changes to page 8&12 (Week 10, slides)
  • 2017-10-03 11:49 Upload slides (Week 10)
  • 2017-09-19 11:53 Upload slides (Week 09)
  • 2017-09-12 23:16 Fix formula for Z (Week 08, ipynb file)
  • 2017-09-12 15:56 Minor changes to page 15&25 (Week 08, slides)
  • 2017-09-12 14:00 Upload slides and code (Week 08)
  • 2017-09-05 21:03 Correct the wrong OOB formulas (Week 07, slides)

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