Sequential Decision Making Courses and Certifications

Alan Turing Institute

Adaptive Sampling via Sequential Decision Making - András György

Explore adaptive sampling methods using multi-armed bandit algorithms and MCMC samplers to optimize resource allocation and improve sample quality in machine learning applications.

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

Montreal Robotics

Robot Learning: Sequential Decision Making and Planning in Stochastic Environments

Explore fundamental concepts of robotic planning and sequential decision-making, from basic principles to advanced computational strategies for handling complex, stochastic environments.

• YouTube
• 1 hour 12 minutes
• On-Demand
• Free Video

Montreal Robotics

Planning in Sequential Decision Making - Part 2

Delve into advanced planning concepts for sequential decision-making, exploring computational challenges and structural properties in robotic learning environments.

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

VinAI

Generative Sequence Models for Sequential Decision Making

Explore generative sequence models for decision-making under uncertainty. Learn how Transformer architecture and language modeling advances can enhance offline learning, online exploration, and multi-task generalization in AI.

• YouTube
• 1 hour 10 minutes
• On-Demand
• Free Video

Google TechTalks

High-Dimensional Prediction for Sequential Decision Making

Explore efficient algorithms for online high-dimensional predictions, enabling no-regret guarantees, fairness, and uncertainty quantification in multiclass settings for improved decision-making.

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

Center for Language & Speech Processing(CLSP), JHU

Deep Reinforcement Learning for Sequential Decision Making Tasks with Natural Language Interaction

Explore deep reinforcement learning applications in natural language tasks, focusing on querying ambiguous texts and navigating 3D mazes with unseen instructions using hierarchical architectures.

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

Fields Institute

Inference of Utilities and Time Preference in Sequential Decision-Making

Explore utility inference and time preference in sequential decision-making, focusing on mathematical finance applications and advanced analytical techniques.

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

Institute for Pure & Applied Mathematics (IPAM)

Sequential Decision Making Under Uncertainty - Information Asymmetry in AI Systems

Delve into sequential decision-making under uncertainty, exploring persuasion and mechanism design in information asymmetry scenarios, with applications to AI and dynamic modeling frameworks.

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

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
• Paid Course

Data Science Decisions in Time: Information Theory & Games

Explore decision-making in dynamic environments through game theory, cooperative games, and opponent prediction. Learn to optimize strategies in complex social interactions and extract relevant features for informed choices.

• Coursera
• 1 day 4 minutes
• On-Demand
• Paid Course

Neuro Symbolic

Multi-Modal, Pre-Trained Models in Verifiable Sequential Decision-Making - Metacognitive AI

Explore multi-modal, pre-trained models in verifiable sequential decision-making for metacognitive AI, focusing on latest advancements and applications in artificial intelligence.

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

GOTO Conferences

How to Leverage Reinforcement Learning

Explore reinforcement learning's key concepts, industry applications, and potential impact on business strategies. Gain insights into problem definition, interpretability challenges, and real-life implementations of RL algorithms.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Conference Talk

Simons Institute

Adversarial Bandits: Theory and Algorithms

Explore adversarial multi-armed bandit theory, algorithms, and recent advances in data-dependent regret guarantees, structural bandits, and more. Compare full-information and bandit feedback in online learning.

• YouTube
• 1 hour 21 minutes
• On-Demand
• Free Video

Yannic Kilcher

Divide-and-Conquer Monte Carlo Tree Search for Goal-Directed Planning - Paper Explained

Explores a novel AI planning approach using divide-and-conquer Monte Carlo Tree Search, proposing intermediate goals to break complex problems into manageable sub-tasks for more efficient problem-solving.

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

Pascal Poupart

Markov Processes

Explore Markov processes, their assumptions, and applications in decision-making through concrete examples and problem-solving techniques.

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