Bandit Algorithms Courses and Certifications

Dave Churchill

Introduction to Artificial Intelligence - Bandit Algorithms - Lecture 16

Explore bandit algorithms in artificial intelligence, learning key techniques for modern problem-solving environments and their application in game development.

• YouTube
• 1 hour 1 minute
• 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

Dave Churchill

Introduction to Artificial Intelligence - Bandit Algorithms - Lecture 16

Explore bandit algorithms in AI, learning key techniques for optimizing decision-making in uncertain environments through practical applications and examples.

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

Dave Churchill

Introduction to Artificial Intelligence - Bandit Algorithms - Lecture 15

Explore bandit algorithms in AI, learning key concepts and applications for modern problem-solving in gaming environments.

• 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 key concepts and applications in problem-solving and decision-making scenarios. Learn techniques for balancing exploration and exploitation.

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

DevConf

AI-Driven Application Optimization Using Bandit Algorithms

Explore bandit algorithms for personalized experiences in modern applications, from recommendations to network optimization. Gain insights as both developer and user.

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

Simons Institute

Optimal Gradient-Based Algorithms for Non-Concave Bandit Optimization

Explore optimal gradient-based algorithms for non-concave bandit optimization, covering stochastic problems, low-rank linear rewards, and high-order polynomials with applications to reinforcement learning.

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

Centre for Networked Intelligence, IISc

Adaptive Multi-armed Bandit Algorithms for Markovian and IID Rewards

Explore adaptive multi-armed bandit algorithms and their applications in both Markovian and i.i.d reward scenarios, focusing on regret guarantees and novel algorithmic approaches.

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

Centre for Networked Intelligence, IISc

BanditSpec - Adaptive Speculative Decoding via Bandit Algorithms

Discover how bandit algorithms optimize speculative decoding for faster LLM inference without training, using adaptive hyperparameter selection to accelerate text generation.

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

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 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

Dave Churchill

Introduction to Artificial Intelligence (2023-09)

Explore AI fundamentals through algorithmic techniques, search algorithms, game theory, reinforcement learning, and neural networks with hands-on game applications.

• YouTube
• 21 hours 37 minutes
• On-Demand
• Free Video

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

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