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#Multi-Armed Bandits

Showing: 31 courses
MLOps World: Machine Learning in Production

Multi-armed Bandits in Production at Stitch Fix

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Explore scaling challenges and solutions for multi-armed bandits in online experimentation, including a new method for efficient, deterministic Thompson sampling at Stitch Fix.
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1 Lesons
40 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

MLOps for Deep Learning: Drift Detection and Efficient Retraining in Model Serving

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Explore advanced MLOps techniques for deep learning, including drift detection, efficient retraining, and continuous deployment. Enhance model reliability and performance in production environments.
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1 Lesons
48 minutes
On-Demand
Free-Video
Institute for Advanced Study

Provably Efficient Reinforcement Learning with Linear Function Approximation - Chi Jin

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Explore efficient reinforcement learning with linear function approximation, covering key concepts like sample efficiency, value-based algorithms, and exploration in multi-armed bandits and linear MDPs.
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14 Lesons
28 minutes
On-Demand
Free-Video
IEEE Signal Processing Society

Game Theoretic Learning and Spectrum Management - Part 2

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Explore game theory in signal processing, covering multi-arm bandits, adaptive algorithms, and reinforcement learning for spectrum management and network optimization.
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21 Lesons
1 hour 1 minute
On-Demand
Free-Video
Churchill CompSci Talks

How Slot Machines Are Advancing the State of the Art in Computer Go AI

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Explore Monte Carlo Tree Search in computer Go AI, covering its advantages, UCB1 strategy, and recent refinements like AMAF/RAVE, with insights into ongoing research topics.
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13 Lesons
46 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Almost Optimal Variance-Constrained Best Arm Identification - Lecture 2

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Explores advanced techniques in variance-constrained best arm identification, focusing on optimal algorithms and theoretical analysis for efficient decision-making in multi-armed bandit problems.
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1 Lesons
46 minutes
On-Demand
Free-Video
Uncertainty in Artificial Intelligence

Causality in Artificial Intelligence - Oral Session 3

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Explore cutting-edge research in causal inference, including bounding effects, model reduction, interventions in games, and causally abstracted bandits.
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1 Lesons
1 hour 35 minutes
On-Demand
Free-Video
Data Council

Beyond Simple A/B Testing - Advanced Experimentation Tactics

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Explore advanced A/B testing strategies like Multi-Armed Bandits and Switchback Experiments to enhance data-driven decision-making and product development.
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1 Lesons
39 minutes
On-Demand
Free-Video
Centre for Networked Intelligence, IISc

Risk-Sensitive Bandits - Arm Mixtures Optimality and Regret-Efficient Algorithms

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Delve into risk-aware sequential decision-making through distortion riskmetrics, exploring optimal arm mixture strategies and new algorithms for tracking these mixtures in multi-armed bandit problems.
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1 Lesons
1 hour 16 minutes
On-Demand
Free-Video
Centre for Networked Intelligence, IISc

Adaptive Multi-armed Bandit Algorithms for Markovian and IID Rewards

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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.
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1 Lesons
55 minutes
On-Demand
Free-Video
Centre for Networked Intelligence, IISc

Almost-Optimal Best Restless Markov Arm Identification with Fixed Confidence

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Delve into advanced multi-armed bandit theory, focusing on identifying optimal arms in restless Markov chains through asymptotic analysis and policy optimization for distributed learning systems.
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1 Lesons
1 hour 18 minutes
On-Demand
Free-Video
Centre for Networked Intelligence, IISc

Probably Anytime-Safe Stochastic Combinatorial Semi-Bandits

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Delve into stochastic combinatorial semi-bandits with a focus on risk-controlled online decision making, exploring algorithms for optimal subset selection while maintaining variance constraints.
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27 Lesons
58 minutes
On-Demand
Free-Video
Centre for Networked Intelligence, IISc

Learning Optimal Beam Directions in Next-Generation Wireless Networks - A Fixed-Budget Stochastic Bandit Approach

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Explore advanced beam direction optimization in mmWave and IRS technologies for 5G networks using Multi-Armed Bandits framework and fixed-budget algorithms to enhance wireless communication throughput.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Centre for Networked Intelligence, IISc

Cost-Efficient Distributed Learning

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Discover strategies for optimizing distributed gradient descent algorithms by managing worker responses and implementing adaptive techniques to balance computational efficiency with model quality in machine learning systems.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Advances in Risk-Aware Multi-Armed Bandit Problems - Lecture 3

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Explore risk-aware multi-armed bandit problems with Vincent Tan. Learn advanced techniques for balancing exploration and exploitation in uncertain decision-making scenarios.
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1 Lesons
1 hour 19 minutes
On-Demand
Free-Video
Pascal Poupart

CS885: Multi-Armed Bandits

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Explore multi-armed bandits, stochastic bandits, and online optimization strategies. Learn about exploration-exploitation trade-offs, regret, and epsilon-greedy approaches in practical applications.
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15 Lesons
57 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Exploration with Limited Memory - Streaming Algorithms for Coin Tossing, Noisy Comparisons, and Multi-Armed Bandits

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Explore streaming algorithms for coin tossing, noisy comparisons, and multi-armed bandits, focusing on limited memory scenarios and efficient problem-solving techniques.
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16 Lesons
24 minutes
On-Demand
Free-Video
Paul G. Allen School

Learning With and From People - Collaborative Consumption Systems and User Engagement

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Exploring collaborative consumption systems and incentivizing user behavior for improved system effectiveness, with focus on shared mobility and online marketplaces.
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14 Lesons
58 minutes
On-Demand
Free-Video
Paul G. Allen School

Bandits IV - Advanced Techniques in Multi-Armed Bandit Algorithms

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Explore advanced bandit algorithms and their applications in machine learning with Kevin Jamieson from the University of Washington.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Paul G. Allen School

Bandits II - Advanced Algorithms and Applications

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Explore advanced bandit algorithms and their applications in decision-making under uncertainty with Kevin Jamieson from the University of Washington.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
USENIX

ADR-X: ANN-Assisted Wireless Link Rate Adaptation for Compute-Constrained Embedded Gaming Devices

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Innovative ANN-based rate adaptation technique for gaming consoles, reducing packet loss 10x while running 100x faster than existing solutions, enhancing wireless connectivity for controllers and headsets.
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1 Lesons
17 minutes
On-Demand
Free-Video
Valence Labs

Applying Active Learning in Drug Discovery - There's No Free Lunch, but You Can Get a Discount

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Explore active learning applications in drug discovery, from prioritizing molecules for synthesis to virtual screening of large libraries, with insights on machine learning's impact across the process.
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14 Lesons
53 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Corporate Social Responsibility via Multi-Armed Bandits

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Explore how multi-armed bandit algorithms can be applied to corporate social responsibility, balancing profit maximization with societal impact in decision-making processes.
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1 Lesons
17 minutes
On-Demand
Free-Video
IEEE

Collaborative Top Distribution Identifications with Limited Interaction

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Explore collaborative learning strategies for efficient multi-armed bandit problem-solving, focusing on top-m identifications with limited interactions and error reduction techniques.
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7 Lesons
25 minutes
On-Demand
Free-Video
TensorFlow

Inside TensorFlow - TF-Agents

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Explore TF-Agents, TensorFlow's reinforcement learning library, with experts demonstrating its capabilities, architecture, and applications in game playing, bandits, and recommender systems.
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19 Lesons
50 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Productionizing ML Models for Online Shopping at Loblaws

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Explore ML model productionization for online shopping, covering microservices, CI pipelines, AB testing, and cloud-based implementation using tools like Seldon Core.
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1 Lesons
37 minutes
On-Demand
Free-Video
USC Probability and Statistics Seminar

Continuous-in-time Limit for Bandits

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Explore the connection between Hamilton-Jacobi-Bellman equations and multi-armed bandit problems, and discover an efficient algorithm for solving MAB challenges.
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1 Lesons
44 minutes
On-Demand
Free-Video
VinAI

Adversarially Robust Stochastic Multi-Armed Bandits

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Explore adversarially robust stochastic multi-armed bandits for optimal experimental design. Learn about algorithms balancing fast and robust learning in real-world applications like digital advertising.
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1 Lesons
45 minutes
On-Demand
Free-Video
Center for Language & Speech Processing(CLSP), JHU

Adversarial Machine Learning: Beyond Manipulating Pixels and Words

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Explore vulnerabilities in sequential machine learning and challenge assumptions about imperceptible attacks on image classification through human behavioral studies.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Dave Churchill

Introduction to Artificial Intelligence - Bandit Algorithms - Lecture 15

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Explore bandit algorithms in AI, learning key concepts and applications for modern problem-solving in gaming environments.
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1 Lesons
1 hour 8 minutes
On-Demand
Free-Video
Discover AI

Information-Directed Sampling for AI Agent Alignment - From Theory to Practice

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Explore Stanford's groundbreaking Information-Directed Sampling approach for aligning AI agents with human values, focusing on optimal decision-making and continuous learning in dynamic environments.
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11 Lesons
40 minutes
On-Demand
Free-Video