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Update ML discussion section for Day 5

Open cgreene opened this issue 7 years ago • 2 comments

Add discussion of "when your training data are bad"

http://www.antoniocasella.eu/nume/Xiaolin_2016.pdf https://www.technologyreview.com/s/602955/neural-network-learns-to-identify-criminals-by-their-faces/ https://medium.com/@blaisea/physiognomys-new-clothes-f2d4b59fdd6a

cgreene avatar Feb 19 '18 15:02 cgreene

First 20 mins

cgreene avatar Feb 19 '18 15:02 cgreene

We decided to make this a bit different. The new structure for 2019:

  • (prelab) Everyone reads a one-page explanation of both scenarios.
  • (prelab) People are assigned by notebook randomization (based on username) into one of two groups.
  • (prelab) Two thought provoking items that they can bring to the discussion
  • 20 min discussion: One group focuses on the current set of papers (overfitting) / the other focuses on the new set of papers (discrimination).
  • 10 mins: Groups come back together to summarize discussion
  • Homework should require answering questions from both of sets of exercises.
  • Consider streamlining https://github.com/greenelab/GCB535/blob/master/30_ML-III/ML_3_Inclass_Homework.ipynb to make it take less time (20 mins)

cgreene avatar Mar 30 '18 14:03 cgreene