Centre for Networked Intelligence, IISc Courses

Image Classification in Edge Computing with Raspberry Pi

1 rating

Discover how to implement image classification on Raspberry Pi for edge computing applications, exploring practical techniques for efficient AI processing on resource-constrained devices.

• YouTube
• 11 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

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

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

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

Decoupling Theorem in Quantum Information Theory - Application and Derandomization

Explore the decoupling theorem in quantum information theory, its applications in channel capacity, and derandomization using pseudo-random unitaries for efficient quantum processing.

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

Leveraging Multi-Paradigm Simulation for Decision Support - Case Studies in Public Health and Healthcare Systems

Explore multi-paradigm simulation techniques for healthcare decision-making through campus reopening policies and VR-based medical training case studies.

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

Automated A/B Testing with the Upper Confidence Bound

Explore statistical inference challenges in adaptive experimentation and discover how Upper Confidence Bound algorithms enable valid A/B testing despite data dependency issues.

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

Stein's Method for Diffusion Approximations in Queueing Theory - A Tutorial

Discover Stein's method for analyzing diffusion approximations in queueing systems through generator comparison techniques and Markov process stationary distribution bounds.

• YouTube
• 1 hour 13 minutes
• Self-Paced
• Free Video

Dynamic Content Caching and Delivery using Restless Multi-armed Bandits

Explore dynamic content caching optimization using restless multi-armed bandits to minimize costs while managing cache capacity constraints and content freshness.

• YouTube
• 1 hour 1 minute
• 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