Centre for Networked Intelligence, IISc Courses

eBPF Networking and Network Observability Workshop

Dive into eBPF networking fundamentals and advanced applications with insights from IBM's expert on network observability, performance optimization, and Kubernetes integration.

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

eBPF Observability Workshop

Dive into advanced eBPF observability techniques with an experienced Intel technologist, covering kernel development, system programming, and networking optimization for robust software implementation.

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

Streaming Codes for Three-Node Relay Networks With Burst Erasures

Explore packet-level erasure codes and delay-constrained recovery techniques for three-node relay networks, focusing on innovative streaming code construction for handling burst packet losses.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Between Promise and Reality - Navigating the Landscape of Indic Language LLMs Amidst Hyperbole and Hope

Explore the current state, challenges, and real-world implications of Indic language LLMs, separating ambitious claims from actual achievements in linguistic AI development.

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

Min LQG Games and Collective Discrete Choice Problems in Decision Making

Explore linear quadratic Gaussian games and their applications in social choice dynamics, election patterns, and micro-robotic exploration through mathematical modeling and Nash equilibria analysis.

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

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
• On-Demand
• Free Video

Elements of Excellence in PhD Research

Discover essential strategies and insights for conducting high-quality PhD research, from choosing advisors and research problems to developing scholarly excellence and maintaining research integrity.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Video

CT Scan for Your Network: Topology Inference from End-to-end Measurements

Discover network topology inference techniques through end-to-end measurements, exploring how to extract routing information and link metrics without direct access to network infrastructure or internal nodes.

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

Sequential Clustering of Data Streams from Unknown Distributions

Explore sequential nonparametric clustering techniques for data streams, focusing on universal tests that efficiently group streams based on distribution proximity, with applications in statistical analysis.

• YouTube
• 1 hour 7 minutes
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• Free Video

Multi-AP Coordination in Wi-Fi Networks Using Centrally Controlled Overlay Time-Sliced Scheduling

Delve into advanced Wi-Fi network management through ADWISER, exploring centralized overlay solutions for optimizing multi-access point coordination and user-level performance management.

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