Learning Platforms

Machine Learning Specialization

3-course program: supervised learning, neural networks, decision trees, unsupervised learning, recommender systems, reinforcement learning

Deep Learning Specialization

5-course program: neural networks, CNNs, sequence models, NLP, computer vision, hands-on TensorFlow projects

Cloud Providers

Microsoft Introduction to Machine Learning

Fundamentals of classical machine learning, differences between AI/ML/DL, real-world applications

Google Machine Learning Crash Course

Self-paced introduction: linear/logistic regression, neural networks, embeddings, LLMs, production ML systems, AutoML, fairness

AWS Machine Learning Plan

Foundational ML concepts, SageMaker, hands-on labs, deep learning, model optimization on AWS

Harvard CS50 AI

Graph search algorithms, classification, optimization, reinforcement learning, game engines, NLP