This product has no pricing plans and so is not available for purchase

• 1

  First Section

  • Lesson 1 — Uninformed Search
  • Lesson 2 — Informed Search & Heuristics
  • Lesson 3 — Adversarial Search & Game Playing
  • Lesson 4 — Constraint Satisfaction Problems
  • Lesson 5 — Logic & Knowledge Representation
  • Lesson 6 — Automated Planning
  • Lesson 7 — Expert Systems & Rule-Based Reasoning
  • Lesson 8 — Probability & Bayesian Inference Refresher
  • Lesson 9 — Linear & Logistic Regression
  • Lesson 10 — Decision Trees & Ensembles
  • Lesson 11 — Support Vector Machines & Kernel Methods
  • Lesson 12 — Instance-Based Learning
  • Lesson 13 — Clustering
  • Lesson 14 — Dimensionality Reduction
  • Lesson 15 — Probabilistic Graphical Models
  • Lesson 16 — Neural Network Fundamentals
  • Lesson 17 — Optimization for Deep Learning
  • Lesson 18 — Regularization & Generalization
  • Lesson 19 — Convolutional Neural Networks
  • Lesson 20 — Recurrent Networks & Sequence Modeling
  • Lesson 21 — Attention & the Transformer
  • Lesson 22 — Training at Scale
  • Lesson 23 — Markov Decision Processes
  • Lesson 24 — Dynamic Programming & Tabular Methods
  • Lesson 25 — Deep Reinforcement Learning
  • Lesson 26 — Policy Gradient Methods
  • Lesson 27 — Bandits & Exploration
  • Lesson 28 — Autoencoders & Representation Learning
  • Lesson 29 — Generative Adversarial Networks
  • Lesson 30 — Diffusion Models
  • Lesson 31 — Language Model Foundations
  • Lesson 32 — Fine-Tuning & Adaptation
  • Lesson 33 — Alignment: RLHF & Preference Optimization
  • Lesson 34 — Prompt Engineering & In-Context Learning
  • Lesson 35 — Retrieval-Augmented Generation
  • Lesson 36 — Multimodal Models
  • Lesson 37 — AI Agents & Tool Use
  • Lesson 38 — Graph Neural Networks
  • Lesson 39 — Explainability & Interpretability
  • Lesson 40 — AI Safety, Alignment & Evaluation
  • Lesson 41 — MLOps & Deployment
  • Lesson 42 — Ethical, Legal & Societal Considerations
  • Free preview — The AI Algorithms Compendium (2 minutes) Free Preview