Centre for Networked Intelligence, IISc Courses

Designing Robust Algorithms for Data Streams with Adversarial Generation

Explore advanced techniques for designing robust streaming algorithms that maintain accuracy even under adversarial data manipulation, focusing on Missing Item Finding and graph coloring challenges.

• YouTube
• 1 hour 15 minutes
• Self-Paced
• Free Video

Average Reward Markov Decision Process - Policy Gradient Algorithms and Regret Analysis

Delve into infinite horizon average reward Markov Decision Process (MDP), exploring policy gradient algorithms, gradient estimation techniques, and innovative approaches to reduce mixing time dependencies.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

Guaranteed Performance Analysis of Networks with Bandwidth-Sharing Schedulers

Delve into bandwidth-sharing schedulers and network performance analysis, focusing on Deficit Round-Robin algorithms and their implementation in real-time systems for optimized traffic management and guaranteed service delivery.

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

Need for Sovereign Compute - Understanding Digital Infrastructure Independence

Explore the critical importance of indigenous computing capabilities and digital sovereignty in India's tech landscape, from cloud services to AI infrastructure and digital public goods.

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

The Capacity of Causal Adversarial Channels

Explore the mathematical foundations of causal adversarial channels and their capacity constraints, focusing on discrete-time systems and state-based transitions in communication networks.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

Adaptive Multi-armed Bandit Algorithms for Markovian and IID Rewards

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.

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

Tight Bounds for General Computation in Noisy Broadcast Networks

Delve into the mathematical analysis of noise-resilient protocols in broadcast networks, exploring tight bounds for general computation and innovative simulation schemes with Dr. Saxena.

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

Quickest Fault Detection over Lossy Networks for Industrial Machinery

Explore advanced fault detection techniques for industrial machinery monitoring over lossy networks, focusing on efficient CUSUM algorithms and statistical methods for early fault identification.

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

Cilium Overview - Introduction to Cloud-Native Networking with eBPF

Discover how Cilium leverages eBPF technology for cloud-native networking and security, exploring key features and implementation strategies for modern infrastructure.

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

eBPF Security - Introduction to Kernel-Level Security Monitoring

Explore advanced eBPF security implementations in networking and transport stacks, focusing on KubeArmor maintenance, packet routing optimization, and data-center network security principles.

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

eBPF Fundamentals and Applications - Keynote

Dive into advanced eBPF concepts and applications with Intel expert Brendan Gregg, exploring cutting-edge kernel observability techniques and performance analysis tools.

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

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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• Free Video