Resource

Artificial Intelligence

Artificial Intelligence: A Modern Approach (3rd ed.)

Russell, S. & Norvig, P.

PDF

Artificial Intelligence (3rd ed.)

Luger, G. F.

PDF

Machine Learning

Pattern Recognition and Machine Learning

Bishop, C. M.

PDF

The Elements of Statistical Learning (2nd ed.)

Hastie, T., Tibshirani, R., & Friedman, J.

PDF

An Introduction to Statistical Learning

James, G., Witten, D., Hastie, T., & Tibshirani, R.

PDF

Deep Learning

Goodfellow, I., Bengio, Y., & Courville, A.

PDF

Hands-On Machine Learning with Scikit-Learn, Keras & TensorFlow (3rd ed.)

Géron, A.

PDF

Soft Computing

Fuzzy Logic with Engineering Applications (4th ed.)

Ross, T. J.

PDF

Principles of Soft Computing (2nd ed.)

Sivanandam, S. N. & Deepa, S. N.

PDF

Introduction to Genetic Algorithms

Sivanandam, S. N. & Deepa, S. N.

PDF

Design & Analysis of Algorithms

Introduction to Algorithms, 4th ed. (CLRS)

Cormen, Leiserson, Rivest, & Stein

PDF

Algorithm Design

Kleinberg, J. & Tardos, É.

PDF

Artificial Intelligence

Unit 1 — Introduction, Intelligent Agents & Turing Test

Definition of AI · Types · Foundations · Applications

Open Notes →

Unit 2 — Search Algorithms

Uninformed search · Informed search · Heuristics · A*

Open Notes →

Unit 3 — Knowledge & Reasoning

Knowledge representation issues · Representation & mapping · Approaches to knowledge representation

Open Notes →

Unit 4 — First Order Predicate Logic

First Order Predicate Logic · Resolution · Baysian Network · Fuzzy Logic

Open Notes →

Unit 5 — NLP & Expert Systems

NLP · Learning · Expert Systems

Open Notes →

Machine Learning

Chapter 1 — Introduction, Types of Learning & Bias-Variance

Definitions · Supervised / Unsupervised / RL · Bias-variance tradeoff

Open Notes →

Soft Computing

Chapter 1 — Introduction to Soft Computing

Hard vs. soft computing · Constituents · Applications

Open Notes →

Design & Analysis of Algorithms

Chapter 1 — Introduction & Asymptotic Analysis

Complexity · Big-O · Ω · Θ notation · Recurrences · Master theorem

Open Notes →