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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