Engineering AI Agents
BOOK
Foundations
Training Deep Networks
Perception
State Estimation
Large Language Models
Multimodal Reasoning
Planning
Markov Decision Processes
Reinforcement Learning
COURSES
Introduction to AI
AI for Robotics
Deep Learning for Computer Vision
DATA MINING - BEING PORTED
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Generative Modeling
The Expectation - Maximization (EM) Algorithm
Generative Modeling
Generative Modeling
The Expectation - Maximization (EM) Algorithm
Expectation Maximization for Gaussian Mixture Model
Variational Inference
VAE Architecture
Variational AutoEncoder - Keras
Variational Autoencoder from Scratch - Torch
Generative Modeling
The Expectation - Maximization (EM) Algorithm
The Expectation - Maximization (EM) Algorithm
See in-person class notes for details. These notes will make it here during Summer 2025.
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Generative Modeling
Expectation Maximization for Gaussian Mixture Model