Centre for Networked Intelligence, IISc Courses

Learning While Bidding in Vickrey Auctions with Acquisition Rate and Targeting Constraints

Explore optimization strategies for real-time bidding in Vickrey auctions, focusing on cost-minimization algorithms and stochastic approximation methods for ad placement campaigns with targeting constraints.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video

Towards a Theory of Exploration in Continuous-Time Reinforcement Learning

Delve into advanced theoretical frameworks for continuous-time reinforcement learning, exploring relaxed controls and rough path theory for modeling exploration processes in stochastic environments.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

AI-Assisted Teaching: Where We Stand and What Lies Ahead

Discover how AI is revolutionizing education through automated generation of teaching materials, with demonstrations of cutting-edge technology and insights into future applications in educational settings.

• YouTube
• 42 minutes
• Self-Paced
• Free Video

Collaborative Decision-Making Under Adversarial and Information Constraints

Explore collaborative decision-making challenges in large-scale learning, focusing on handling adversarial outliers and communication constraints in linear stochastic bandit scenarios.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

Online Learning for Network Resource Allocation

Explore advanced online learning techniques for optimizing network resource allocation, focusing on caching strategies, inference delivery networks, and fairness in unpredictable environments.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Applications of Algebraic Complexity to Unsupervised Learning

Delve into advanced algebraic complexity theory and its applications in unsupervised learning algorithms, exploring computational hardness of multivariate polynomials and efficient learning techniques.

• YouTube
• 1 hour 22 minutes
• Self-Paced
• Free Video

PAC Mode Estimation Using PPR Martingale Confidence Sequences

Delve into advanced statistical methods for mode estimation using PPR martingale confidence sequences, with applications in election forecasting and blockchain smart contract verification.

• YouTube
• 59 minutes
• Self-Paced
• Free Video

Understanding Internet Resilience to Planetary-Scale Risks

Explore the critical challenges facing Internet infrastructure from planetary-scale threats like solar superstorms and climate events, while discovering potential solutions for enhanced global network resilience.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

Almost-Optimal Best Restless Markov Arm Identification with Fixed Confidence

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.

• YouTube
• 1 hour 18 minutes
• Self-Paced
• Free Video

Probably Anytime-Safe Stochastic Combinatorial Semi-Bandits

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.

• YouTube
• 58 minutes
• Self-Paced
• Free Video

The Robustness of Blockchains to Network Delays

Delve into blockchain security analysis, focusing on the longest-chain protocol's resilience to random network delays and its implications for Bitcoin and cryptocurrency systems.

• YouTube
• 1 hour 22 minutes
• Self-Paced
• Free Video

SaFeR: A Safety Framework for e-Scooter Riders

Explore a comprehensive safety framework for e-scooter riders, featuring real-time monitoring systems, deep learning algorithms, and adaptive safety metrics for enhanced urban micromobility.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

Dynamic Pricing and Matching for Online Marketplaces

Delve into advanced queueing theory and pricing strategies for online marketplaces, exploring bipartite matching networks, max-weight matching policies, and heavy traffic analysis for optimal profit and delay management.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video

A Tale of Tails: Asymptotics and Non-asymptotics in Load Balancing

Delve into queueing systems analysis, exploring asymptotic regimes, load balancing techniques, and non-asymptotic tail bounds through transform methods and shortest-queue algorithms.

• YouTube
• 1 hour 24 minutes
• Self-Paced
• Free Video

The Unreasonable Effectiveness of Mathematics in Large Scale Deep Learning - From Theory to Practice

Explore the mathematical foundations of large-scale deep learning, focusing on infinite-width neural networks and their practical applications in tuning enormous models like GPT-3.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video