Study Notes
Study materials covering Machine Learning, NLP, AI Planning, and AI Ethics. These are the exact notes I used during my Master's program, concise and comprehensive.
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Complete AI/ML Notes Bundle
Get all 5 comprehensive study notes in one package! Save $16 when you buy the complete collection covering all essential AI/ML topics.
Introduction to Machine Learning
Foundational machine learning concepts including supervised learning, unsupervised learning, model evaluation, and optimization techniques.
All Notes
AI Planning
Complete AI Planning revision notes covering blind & heuristic search (BFS, DFS, A*, Greedy), STRIPS/PDDL languages, relaxation heuristics, MDPs, reinforcement learning (Q-Learning, SARSA), Monte-Carlo Tree Search, and game theory.
Natural Language Processing
Complete NLP study notes from text preprocessing to advanced transformers. Covers tokenization, embeddings, BERT, GPT, and practical applications.
Machine Learning Steps
Step-by-step guide to the machine learning workflow. Covers the complete ML pipeline from problem definition to model deployment and evaluation.
Ethics in AI
Critical examination of ethical considerations in artificial intelligence including bias, fairness, privacy, and responsible AI development.
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