Bandit Algorithms Courses and Certifications

IIT Madras;  NPTEL

Reinforcement Learning

Explore mathematical foundations and recent research in trial-and-error learning, covering bandit algorithms, MDPs, dynamic programming, function approximation, and advanced topics like hierarchical RL and POMDPs.

• Swayam
• 12 weeks
• On-Demand
• Free Online Course

Reinforcement Learning

Learn key concepts and algorithms in reinforcement learning, including bandit algorithms, dynamic programming, and policy gradient methods, from industry experts.

• Edureka
• On-Demand
• Paid Course

IIT Bombay;  NPTEL

Bandit Algorithm (Online Machine Learning)

Explore algorithms balancing exploration and exploitation in uncertain environments. Learn to optimize rewards in online scenarios, applicable to advertising, recommendations, auctions, and e-commerce.

• Swayam
• 12 weeks
• On-Demand
• Free Online Course

Paul G. Allen School

Bandits - Kevin Jamieson - University of Washington

Explore bandit algorithms and their applications in machine learning, from drug development to content recommendation, with a focus on regret minimization and stochastic models.

• YouTube
• 1 hour 4 minutes
• On-Demand
• Free Video

Open Data Science

Applied Reinforcement Learning for Online Ads and Recommender Systems

Explore how Reinforcement Learning revolutionizes online advertising, from personalized content delivery to stochastic bandit algorithms, covering business impacts and technical challenges in real-world implementation.

• YouTube
• 43 minutes
• On-Demand
• Free Video

Paul G. Allen School

Bandits - Lecture 5

Explore multi-armed bandit algorithms and their applications in decision-making under uncertainty with Professor Kevin Jamieson from the University of Washington.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Paul G. Allen School

Bandits IV - Advanced Techniques in Multi-Armed Bandit Algorithms

Explore advanced bandit algorithms and their applications in machine learning with Kevin Jamieson from the University of Washington.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Paul G. Allen School

Bandits III - Advanced Algorithms for Multi-Armed Bandits

Explore advanced bandit algorithms and their applications in machine learning, focusing on theoretical foundations and practical implementations.

• YouTube
• 1 hour 4 minutes
• On-Demand
• Free Video

Paul G. Allen School

Tracking Significant Changes in Bandit - IFDS 2022

Explores significant changes in bandit algorithms, focusing on adaptive procedures and random replays for tracking environmental shifts in reward and context distributions.

• YouTube
• 49 minutes
• On-Demand
• Free Video

Dave Churchill

Introduction to Artificial Intelligence - Bandit Algorithms - Lecture 15

Explore bandit algorithms in AI, covering algorithmic techniques for modern problem-solving. Learn to apply these concepts to simple games and enhance decision-making skills.

• YouTube
• 1 hour 8 minutes
• On-Demand
• Free Video

Dave Churchill

Introduction to Artificial Intelligence - Bandit Algorithms - Lecture 14

Explore bandit algorithms in AI, covering algorithmic techniques for modern problem-solving. Learn how to apply these concepts to simple games and enhance decision-making skills.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

Uncertainty in Artificial Intelligence

Online Optimization Meets Federated Learning - Tutorial

Explore state-of-the-art theoretical results in online optimization, federated learning, and their intersection. Covers regret, feedback models, data heterogeneity, and distributed online optimization with practical applications.

• YouTube
• 2 hours 22 minutes
• On-Demand
• Free Video

Dave Churchill

Introduction to Artificial Intelligence - Bandit Algorithms - Lecture 16

Explore bandit algorithms in AI, learning techniques for balancing exploration and exploitation in decision-making processes under uncertainty.

• YouTube
• 55 minutes
• On-Demand
• Free Video