Centre for Networked Intelligence, IISc Courses

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

Engineers Without Borders - An Engineering Approach Towards Controlling Infectious Diseases

Explore how communication engineering strategies can model infectious disease growth and design optimal testing and vaccination approaches under resource constraints.

• YouTube
• 1 hour 8 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

Learning with Minimal Human Feedback

Discover algorithms for online classification with minimal human feedback, combining concentration techniques with convex geometry for efficient model alignment and fine-tuning.

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

On Some Ultra-Sharp Bounds in Queueing Systems

Discover ultra-sharp bounds in queueing systems with exact delay distribution expressions for G/G/1 queues and polynomial-exponential structures for tandem networks.

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

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

Explore optical circuit-switching technologies for sustainable datacenter networks, addressing energy challenges and traffic optimization in post-Moore's law era.

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

Resource-Efficient NextG MIMO Sensing and Communications - Bridging Sparse Arrays, Spatial Modulation and Subspace Codes

Explore advanced MIMO sensing and communications through sparse arrays, spatial modulation, and subspace codes for resource-efficient NextG systems.

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

AI/ML Based 6G Wireless Network Design

Explore AI/ML applications in 6G wireless network design, from indigenous 5G development to future 6G standards and deployment strategies.

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

What Can Be Recovered Under Sparse Adversarial Corruption - Assumption-Free Theory for Linear Measurements

Explore assumption-free theory for recovering sparse adversarial corruption in linear measurements, revealing the smallest robust solution set for arbitrary matrices.

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

Quantum Communication Advantage for Leader Election and Agreement

Discover quantum algorithms that outperform classical methods in distributed computing, focusing on leader election and agreement problems with superior message efficiency.

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

Mathematical ML and ML for Math - AltGDmin for Secure Federated Low Rank Matrix Learning and ML-Enabled K-12 Math Support

Discover AltGDmin algorithms for Byzantine-resilient federated learning in low-rank matrix problems and explore ML-enabled K-12 math tutoring solutions for improved STEM education.

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

Optimal Algorithms for Online Convex Optimization with Adversarial Constraints

Discover optimal algorithms for online convex optimization with adversarial constraints, exploring how to achieve small regret and constraint violation simultaneously through Lyapunov optimization and AdaGrad techniques.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

Rate-Guaranteed Fair Scheduling

Discover rate-guaranteed fair scheduling algorithms that ensure equitable resource allocation and performance guarantees in networked systems and distributed computing environments.

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

Optimal Control of Interacting Agents on Sparse Random Graph

Discover optimal control strategies for multi-agent systems operating on sparse random networks, exploring mathematical frameworks for coordinated behavior and decision-making.

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

Class Imbalance in Deep Learning

Discover techniques to handle unequal data distribution in neural networks and improve model performance on minority classes through specialized deep learning approaches.

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