Week 8: Tensorflow/PyTorch, RNNs, LSTMs

Tensorflow/PyTorch, RNNs, LSTMs, Exercise 5 distributed

Lecture

Lecture slides, week 8

With the TA

Discussion of the previous exercises; Finger exercises (with TA)

Demos & notebooks

Warm-up with Tensorflow: Approximate analytical functions

A comprehensive Tour to Tensorflow

Introduction to PyTorch, applied to supervised machine learning problems

LSTMs applied to Ozone time series data, and stock prices (I)

Multiple Demo Files

References

Finger ExercisesDiscussion of the previous exercises; Finger exercises (with TA)

Problem set

Problem set 5 — published Monday 2 NovemberPublished on the Monday of its week; its solution follows one week later.