Boltzmann Machine - Explained!

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...


ABOUT ME
⭕ Subscribe: https://www.youtube.com/c/CodeEmporiu...
📚 Medium Blog:   / dataemporium  
💻 Github: https://github.com/ajhalthor
👔 LinkedIn:   / ajay-halthor-477974bb  

PLAYLISTS FROM MY CHANNEL
⭕ Deep Learning 101:    • Deep Learning 101  
⭕ Natural Language Processing 101:    • Natural Language Processing 101  
⭕ Reinforcement Learning 101:    • Reinforcement Learning 101  
Natural Language Processing 101:    • Natural Language Processing 101  
⭕ Transformers from Scratch:    • Natural Language Processing 101  
⭕ ChatGPT Playlist:    • ChatGPT  

MATH COURSES (7 day free trial)
📕 Mathematics for Machine Learning: https://imp.i384100.net/MathML
📕 Calculus: https://imp.i384100.net/Calculus
📕 Statistics for Data Science: https://imp.i384100.net/AdvancedStati...
📕 Bayesian Statistics: https://imp.i384100.net/BayesianStati...
📕 Linear Algebra: https://imp.i384100.net/LinearAlgebra
📕 Probability: https://imp.i384100.net/Probability

OTHER RELATED COURSES (7 day free trial)
📕 ⭐ Deep Learning Specialization: https://imp.i384100.net/Deep-Learning
📕 Python for Everybody: https://imp.i384100.net/python
📕 MLOps Course: https://imp.i384100.net/MLOps
📕 Natural Language Processing (NLP): https://imp.i384100.net/NLP
📕 Machine Learning in Production: https://imp.i384100.net/MLProduction
📕 Data Science Specialization: https://imp.i384100.net/DataScience
📕 Tensorflow: https://imp.i384100.net/Tensorflow

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