Boltzmann Machine - Explained!

Описание: Let's talk about Boltzmann Machines

RESOURCES
[1 📚] Main paper: https://web.archive.org/web/201107180...
[2 📚] Quick summary: https://www.cs.toronto.edu/~hinton/cs...
[3 📚] Geoffry Hinton’s lectures (From 11 c):    • Lecture 11/16 : Hopfield nets and Boltzman...  
[4 📚] Another easier to understand summary : https://www.engati.com/glossary/boltz...
[5 📚] University of Toronto :https://www.cs.toronto.edu/~rgrosse/c...
[6 📚] Rithvikmath has amazing videos on Gibb sampling (used here to get sample states from the model and use in our learning procedure) :    • Code With Me : Gibbs Sampling  
[7 📚] Boltzmann Distribution: https://en.wikipedia.org/wiki/Boltzma...


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CHAPTERS
0:00 Introduction
0:13 Pass 1: What is Boltzmann Machine?
4:03 Quiz 1
5:07 Pass 2: How does Boltzmann Machine work?
7:00 How the network learns the probability distribution?
14:22 Quiz 2
16:00 Energy landscape
15:19 Why is it "Boltzmann" machine?
16:28 Stochastic neuron probability function
19:50 How to derive the learning rule
20:28 How long does training happen?
21:24 Quiz 3
22:16 Summary