Thompson Sampling Courses and Certifications

Data Science Decisions in Time: Using Data Effectively

Learn to make optimal decisions using data streams, from simple to complex, covering Wald's model, Thompson sampling, change points, Markov chains, and Markov decision processes for effective data analysis and decision-making.

• Coursera
• 1 day 1 hour 10 minutes
• On-Demand
• Free Online Course (Audit)

Artificial Intelligence for Business + ChatGPT Prize [2024]

4244 ratings at Udemy

Solve Real World Business Problems with AI Solutions implemented in Python. Code templates included.

• Udemy
• 15 hours 8 minutes
• On-Demand
• Paid Course

Serrano.Academy

Machine Learning

Comprehensive introduction to key machine learning concepts, algorithms, and applications, covering testing, error metrics, recommendation systems, and various classification methods.

• YouTube
• 3 hours 30 minutes
• On-Demand
• Free Video

Serrano.Academy

Probability

Explore Bayes Theorem, Hidden Markov Models, Shannon Entropy, Naive Bayes classifier, Beta distribution, and Thompson sampling in this friendly introduction to key probability concepts.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video

Launchpad

Deep Bayesian Bandits - Exploring in Online Personalized Recommendations

Explore online personalized recommendations using Deep Bayesian Bandits. Learn about UCB, Thompson Sampling, and innovative approaches like bootstrapping and dropout methods for effective exploration strategies.

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

Simons Institute

Stochastic Bandits: Foundations and Current Perspectives

Explore key algorithms for sequential learning in stochastic bandits, including Upper Confidence Bound and Thompson Sampling, and their adaptations for various constraints.

• YouTube
• 1 hour 9 minutes
• On-Demand
• Free Video

Paul G. Allen School

2019 ADSI Summer Workshop- Algorithmic Foundations of Learning and Control

Explore advanced techniques in reinforcement learning, focusing on randomized value functions and their applications in exploration strategies for complex decision-making problems.

• YouTube
• 50 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

Simons Institute

Online Learning and Bandits - Part 2

Explore advanced bandit algorithms, including Exponential Weights, UCB, and Thompson Sampling. Learn design principles and analysis techniques for optimal decision-making in uncertain environments.

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

VinAI

Adversarially Robust Stochastic Multi-Armed Bandits

Explore adversarially robust algorithms for multi-armed bandits, bridging stochastic and adversarial settings. Learn about recent breakthroughs in practical all-purpose algorithms for optimal experimental design.

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