Thomas M. Russell

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An excellent introduction to concentration inequalities:

Session 1 Part 1: https://www.youtube.com/watch?v=SnNj6cMeDq0
Session 1 Part 2: https://www.youtube.com/watch?v=rSB3ULtVrgc
Session 2 Part 1: https://www.youtube.com/watch?v=8YCayeX3g7Q
Session 2 Part 2: https://www.youtube.com/watch?v=KIngc7DnL5g
Session 3 Part 1: https://www.youtube.com/watch?v=8FZwYf8K0pw
Session 3 Part 2: https://www.youtube.com/watch?v=yq-IR29ikSo

An excellent introduction to ideas in Bayesian nonparametrics:

Nonparametric Bayesian Methods Part I: https://www.youtube.com/watch?v=I7bgrZjoRhM&t=1s
Nonparametric Bayesian Methods Part II: https://www.youtube.com/watch?v=yfLoxwjCGNY&t=2096s
Nonparametric Bayesian Methods Part III: https://www.youtube.com/watch?v=2H2n4iUYpZE&t=2709s

A simple (but great) introduction to neural networks:

Neural Networks Part I: https://www.youtube.com/watch?v=aircAruvnKk
Neural Networks Part II: https://www.youtube.com/watch?v=IHZwWFHWa-w
Neural Networks Part III: https://www.youtube.com/watch?v=Ilg3gGewQ5U
Neural Networks Part IV: https://www.youtube.com/watch?v=tIeHLnjs5U8

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