Centre for Networked Intelligence, IISc Courses

Oneiros - KV Cache Optimization through Parameter Remapping for Multi-tenant LLM Serving

Discover Oneiros, a novel KV cache optimization technique that uses parameter remapping to enhance multi-tenant LLM serving performance and reduce memory traffic.

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

Rethinking Networking through the Lens of AI

Explore how AI transforms networking systems through real-world projects, uncovering challenges, design principles, and the balance between intelligent algorithms and trustworthy infrastructure.

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

On Pricing for Routing and Flow-Control in Payment Channel Networks

Explore blockchain payment channel networks, pricing algorithms, routing protocols, and DEBT control for optimal transaction flow management.

• YouTube
• 1 hour 23 minutes
• Self-Paced
• Free Video

Layers as Lenses - A Narrative of Feature Learning in Deep Networks

Explore how deep neural networks learn features through a novel "layers as lenses" framework, revealing the positive feedback mechanisms that enable gradient descent optimization.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Design and Performance Analysis of Medium Access Control (MAC) Protocols for Multipacket Reception

Explore advanced MAC protocol design for multi-packet reception in next-gen wireless networks, from Aloha to IEEE 802.11ax standards.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

Learning Where to Look - Reliable Certificates under Scarce Ground Truth

Discover statistical methods for making reliable inferences when ground truth data is scarce, combining active learning and hypothesis testing for efficient verification.

• YouTube
• 1 hour 17 minutes
• Self-Paced
• Free Video

Rearchitecting Datacenter Networks - A New Paradigm with Optical Core and Optical Edge

Explore revolutionary optical networking solutions for sustainable datacenter infrastructure, addressing energy challenges and performance optimization in post-Moore's law era.

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

QoE-Driven Deep Reinforcement Learning for Multi-Agent Resource Allocation in Cognitive Radio Networks

Explore how Quality of Experience metrics accelerate deep reinforcement learning in cognitive radio networks for efficient multi-agent resource allocation.

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

When Privacy Meets Partial Information - Privacy-Utility Trade-offs in Bandits

Explore privacy-utility trade-offs in bandit algorithms, covering differential privacy definitions, fundamental hardness changes, and optimal algorithm modifications.

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

Signaling Techniques for Green Communications

Explore energy-efficient wireless communication techniques using noncoherent receivers and amplitude-shift keying to reduce power consumption in fading environments.

• YouTube
• 1 hour 6 minutes
• Self-Paced
• Free Video

Short-Term Energy Load Forecasting Using Time Series Foundation Models

Discover Time Series Foundation Models for energy load forecasting and anomaly detection with practical hackathon guidance and boilerplate code from IBM Research and IISc experts.

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

Crop Identification Using Satellite Data - Track-1 Hackathon Webinar

Discover satellite data techniques for crop identification with IBM Research expert Kamal Das, covering datasets, baseline models, and enhancement strategies for precision agriculture.

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

Optimal Scheduling in a Quantum Switch - Capacity and Throughput Optimality

Explore quantum switch scheduling algorithms and capacity optimization for entanglement distribution in quantum networks with throughput analysis.

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

BanditSpec - Adaptive Speculative Decoding via Bandit Algorithms

Discover how bandit algorithms optimize speculative decoding for faster LLM inference without training, using adaptive hyperparameter selection to accelerate text generation.

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

Constrained Best Arm Identification

Explore constrained best arm identification in bandit problems where arms have joint reward-cost distributions, learning optimal sampling strategies for real-world decision-making.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video