Centre for Networked Intelligence, IISc Courses

Image Classification in Edge Computing with Raspberry Pi

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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

Estimation of Channel Frequency Response in an IEEE 802.11ax SISO-OFDM Channel - Experiment 4

Dive into IEEE 802.11ax SISO-OFDM channel frequency response estimation using BPSK modulation, L-LTF fields, and Least Squares methods with MATLAB implementation and simulation result analysis.

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

Statistics of Successive Successful Transmissions - A Metric for Reliability in Stochastic Geometry

Explore a new stochastic geometry metric for reliability: statistics of successive successful transmissions, with applications to automotive radar networks and target tracking probability optimization.

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

Failure Diagnosis in Networked Systems

Discover effective approaches to Root Cause Analysis (RCA) in networked systems, exploring modeling techniques and inference algorithms to diagnose failures in distributed services and cloud environments.

• YouTube
• 54 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

Blueprint: A Toolchain for Highly-Reconfigurable Microservices

Discover Blueprint, a toolchain enabling rapid configuration, building, and deployment of microservice variants with minimal code changes, simplifying design updates, problem identification, and solution prototyping for cloud-scale systems.

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

New Trends in High-Dynamic Range Analog-to-Digital Converters

Explore new trends in high-dynamic range analog-to-digital converters, focusing on modulo-folding architectures as alternatives to conventional ADCs for processing high-dynamic range signals.

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

Gaussian Certified Unlearning in High Dimensions

Delve into the mathematical foundations of Gaussian certified unlearning in high-dimensional settings, exploring how a single Newton step with calibrated Gaussian noise can achieve both privacy and accuracy.

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

Minimizing the Impact of Bufferbloat on Network Performance - Network Queue Management with CoDel and PIE

Delve into network buffer management techniques, focusing on CoDel and PIE queue disciplines, their impact on latency reduction, and the implementation of FQ-PIE in Linux 5.6 for improved internet performance.

• YouTube
• 1 hour 19 minutes
• Self-Paced
• Free Video

An Overview of Entropy-Regularized Optimal Transport and Schrödinger Bridges

Delve into entropy-regularized optimal transport theory and Schrödinger bridges, exploring applications in statistics, data science, and generative AI, with insights from physics, stochastic processes, and PDEs.

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

Adaptive Auto Rate Fallback Rate Adaptation Algorithm Simulation for 802.11ax Channel - Experiment 7

Explore AARF rate adaptation algorithm simulation for 802.11ax, covering ARF limitations, MATLAB implementation, and MCS variation with detailed results analysis.

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

HE-MU Transmit Packet Power Analysis for Different MCS Combinations and RU Size - Experiment 8

Explore HE-MU transmit packet power analysis across different MCS combinations and RU sizes using MATLAB's Spectrum Analyzer system object for comprehensive wireless communication insights.

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

Auto Rate Fallback Rate Adaptation Algorithm Simulation for 802.11ax Channel - Experiment 6

Explore Auto Rate Fallback rate adaptation algorithm simulation for 802.11ax channels with step-by-step MATLAB code walkthrough and results analysis.

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

Probability Function - PRP 02

Explore probability functions through axioms, indicator functions, and key properties like monotonicity and inclusion-exclusion principle in this mathematical foundation.

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

Independence in Probability - Law of Total Probability and Conditional Independence

Explore independence in probability through the Law of Total Probability, conditional probability, and conditional independence with practical examples and proofs.

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