Deep learning: proliferative index of a cancer cell with microscopy

Readings due before class

Required

• Convolution Neural Networks

• Leanring to drive

• Learning to converse

  • Hide and Seek - Reinforcement learning

• DeepMind versus Atari games

• OpenAI Microscope

Recommended Reading

• Learning to walk

• If you are a fan of chess…

• Not perfect

• DeepMind versus StarCraft

• Image to Image Translation. Consider microscopy for example.

  • Cross-model interpolations

  • Supervised Image-to-Image Translation

  • Winter to Summer

  -Image to Image Translation

  -AI assisted fake porn

• Transfer learning

  • Finding gold with Siraj # Further reading

• fastai, a famous accessible course on deep learning for everyone

• Lecture 1, 20mins 7 principles for educators

• Lecture 1, 23mins Jupyter (R Notebook), Python (R), PyTorch (Keras)

• Lecture 2, 22-28mins, Transfer learning

• Lecture 2, 1hr18mins, Data wrangling for deep image analysis

• Lecture 2 1hr20mins and start of Lecture 3, Supervised learning

• Lecture 5, Ethics of deep learning

• AlphaGo, the movie

• Microscopy

• Radiology

Action items

• Assignment #4

• Project