Centre for Networked Intelligence, IISc Courses

Multiparty Interactive Coding over Networks of Intersecting Broadcast Links

Delve into advanced network communication concepts, focusing on interactive coding schemes for broadcast channels with random bit-flip noise and strategies for optimizing multiparty computations.

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

Reliable Object Detection and Identification in Adverse Conditions

Explore radar-based perception systems for autonomous vehicles, focusing on reliable object detection in adverse weather conditions and multi-sensor fusion techniques for enhanced safety.

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

Fair Clustering: Notations and Algorithms

Explore fair clustering algorithms and their role in preventing discriminatory outcomes in machine learning applications, focusing on group fairness and equal representation across clusters.

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

Mean-Field Control for Restless Bandits and Weakly Coupled MDPs

Explore optimization methods and stochastic models for large-scale system control, focusing on mean-field approaches to overcome dimensionality challenges in reinforcement learning and resource allocation.

• YouTube
• 1 hour 18 minutes
• Self-Paced
• Free Video

Learning Optimal Beam Directions in Next-Generation Wireless Networks - A Fixed-Budget Stochastic Bandit Approach

Explore advanced beam direction optimization in mmWave and IRS technologies for 5G networks using Multi-Armed Bandits framework and fixed-budget algorithms to enhance wireless communication throughput.

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

A Converse for Fault-tolerant Quantum Computation - Fundamentals and Lower Bounds

Delve into quantum computation fundamentals, exploring fault tolerance, redundancy bounds, and noise thresholds in quantum systems through advanced mathematical and theoretical frameworks.

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

Short Packet Communication under Random Arrival of Data

Explore the intersection of information theory and network theory in short packet communication, focusing on reliability and latency in 5G applications like mMTC and uRLLC.

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

Research Challenges in Network Slicing in 5G and Beyond - Implications on Rural Connectivity

Explore network slicing technology in 5G systems, examining key research challenges and its potential impact on bridging the digital divide through rural connectivity solutions.

• YouTube
• 1 hour 22 minutes
• Self-Paced
• Free Video

Fast, Flexible, and Intelligent Next-Generation Networks and Systems

Explore the evolving landscape of network architectures as modern computing challenges force a redesign of CPUs and switches, balancing performance with flexibility in the era of big data and AI.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

Age-Distortion Tradeoffs in Communication Systems

Explore the balance between timely data transmission and quality in networked systems, examining optimal strategies for packet-based communication and the impact of coding across packets.

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

Finite Time Analysis of Temporal Difference Learning with Linear Function Approximation: Tail Averaging and Regularization

Delve into advanced temporal difference learning analysis, exploring tail-averaging techniques and regularization methods for improved convergence rates in reinforcement learning applications.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

RF Beyond Communication - New Opportunities for Human Sensing with mmWave

Explore how millimeter wave technology enables seamless human activity sensing for smart spaces, from intuitive home environments to intelligent vehicle monitoring systems - without cameras or wearable devices.

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

Coding Schemes for Input-Constrained Channels in Information Theory and Communication

Explore coding schemes for binary input-constrained channels, focusing on RLL constraints, Reed-Muller codes, and error resilience in both stochastic and adversarial channel models.

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

Getting the Best of Both Worlds - IoT and Edge Using Hierarchical Inference

Explore hierarchical inference strategies for optimizing IoT and edge computing, focusing on machine fault detection and image classification while balancing accuracy with resource constraints.

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

Delay Bounds for Quantum Communication Procedures Under the Repeat-Until-Success Framework

Explore quantum communication delay bounds and success probability analysis in repeat-until-success procedures, focusing on BB84 protocol implementation and simulation techniques.

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