Systems Core Courses

Building Resilient Systems: Preparing for and Managing Outages - BRK213

Discover essential strategies for building resilient systems, preparing for inevitable outages, and leveraging Azure's resiliency services to minimize impact on your applications.

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

The ASF

In-Depth Implementation of Apache Kyuubi in Xiaomi's OLAP Systems

Discover how Xiaomi leverages Apache Kyuubi to enhance OLAP systems, exploring real-world implementation strategies and performance optimization techniques for large-scale data analysis.

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

Code Sync

Elixir, Erlang, and the Quest for AI Justice - Building Unbiased ML Systems

Explore how Elixir and Erlang can be leveraged to build unbiased machine learning systems, addressing algorithmic discrimination and promoting fairness in AI development.

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

CodeEmporium

Understanding LLM Agents - Differences Between LLMs and RAG Systems

Explore the fundamental differences between LLM Agents, traditional LLMs, and RAG systems through clear comparisons and practical insights into autonomous AI capabilities.

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

EDGE AI FOUNDATION

A TinyML Approach to Deploy Reduced-Order Model of Complex Systems on Microprocessor

Discover how to deploy reduced-order models on microprocessors using TinyML, focusing on compression techniques and real-time applications like battery management in vehicles.

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

EDGE AI FOUNDATION

Should TinyML Processors Be Multi-core - Exploring Edge Computing Architecture

Explore the evolution and potential of multi-core processors in tinyML devices, examining design choices, workload scheduling, and future opportunities for efficient edge computing implementations.

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

EDGE AI FOUNDATION

TinyDenoiser: RNN-based Speech Enhancement on Multi-Core MCU with Mixed FP16-INT8 Post-Training Quantization

Discover how to optimize speech enhancement algorithms using RNN-based models on multi-core MCUs, focusing on mixed-precision quantization and efficient software pipelining techniques.

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

EDGE AI FOUNDATION

The Power of Diversity in Machine Learning - Building Equitable and Effective AI Systems

Explore how diversity in data, perspectives, and experiences shapes machine learning development, addressing bias and fostering inclusive AI systems that drive innovation and market success.

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

EDGE AI FOUNDATION

TinyDenoiser: RNN-based Speech Enhancement on Multi-Core MCU with Mixed FP16-INT8 Post-Training Quantization

Explore advanced speech enhancement techniques using RNN-based algorithms optimized for microcontrollers, featuring mixed-precision quantization and efficient parallel processing for improved performance.

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

EDGE AI FOUNDATION

Biology-inspired Space Imaging with Neuromorphic Systems

Explore how biological systems inspire innovative space imaging technology through neuromorphic systems, focusing on advanced sensing and processing methods for space applications.

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

EDGE AI FOUNDATION

Data Aware Neural Architecture Search for Resource Constrained Systems

Explore how Data Aware Neural Architecture Search optimizes neural networks for resource-constrained systems by considering input data granularity alongside traditional performance metrics.

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

Labroots

Next Generation Genetic Discovery Systems in Human Immune Cells

Discover cutting-edge genetic engineering techniques for immune cell therapies, focusing on ModPoKI platform development and its applications in cancer immunotherapy research and T cell modification.

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

Fields Institute

Game Theory Approach to Stochastic H2 - H∞ Control of Markov Jump Singular Systems - Application to Cancer Treatment Under Patient Adherence Uncertainty

Explore game theory applications in stochastic control systems and their implementation in cancer treatment protocols, focusing on patient adherence uncertainties and mathematical modeling.

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

NPTEL-NOC IITM

Design of Mechanical Transmission Systems: Centrifugal Clutch - Lecture 32

Explore the mechanics and applications of centrifugal clutches, from basic principles to engagement calculations, focusing on their automatic operation and real-world uses.

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

NPTEL-NOC IITM

Design of Mechanical Transmission Systems - Introduction and Gearbox Applications - Lecture 1

Discover the fundamentals of mechanical transmission systems, focusing on gearbox applications in automotive industries while exploring design principles and certification opportunities.

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