Systems Core Courses

Meta

Storage Systems at a Rapidly Scaling Startup - Instagram's Infrastructure Evolution

Explore Instagram's infrastructure evolution from 30M to 150M users. Learn scaling strategies, database optimizations, and lessons from rapid growth with a small engineering team.

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

Brian Advent

Recognize Handwriting with Core ML - Days of Swift Tutorials

Implement handwriting recognition on iOS using Core ML, Vision Framework, and MNIST model. Learn to process touch drawings for real-time digit classification.

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

Brian Advent

Core Data Introduction in iOS and Mac OS Programming - Part 2

Learn to create a reusable Core Data class for iOS and macOS apps, enabling easy development of Core Data applications with methods for database creation, object management, and data fetching.

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

tinyML

Continual On-Device Learning on Multi-Core RISC-V Microcontrollers

Explore continual on-device learning for multi-core RISC-V microcontrollers, focusing on system architecture, memory-energy-accuracy trade-offs, and efficient implementation of backpropagation techniques using latent replays.

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

tinyML

TinyML Talks - Software-Hardware Co-design for Tiny AI Systems

Explore efficient AI models, hardware-friendly compression, and topology-aware design for resource-constrained systems. Learn cross-optimization techniques and distributed learning for scalable AI solutions.

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

tinyML

Imaging Radars - Learning for Enhanced Vision in Modern Radar Systems

Explore imaging radars and machine learning for enhanced object classification in traffic enforcement and autonomous driving applications using millimeter-wave technology.

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

tinyML

Bottom-up and Top-down Neural Processing Systems Design: Unveiling the Road Toward Neuromorphic Intelligence

Explore neuromorphic computing approaches for embedded cognition, comparing bottom-up and top-down designs through silicon implementations and discussing tradeoffs for edge computing applications.

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

tinyML

EMEA 2021 Tiny Talks- Image-Based Target Identification on a Tiny RISC-V Multi-Core Application

Explore cutting-edge RISC-V multicore technology for image-based target identification, featuring GAP9 processor and innovative algorithms for advanced audio processing in hearable devices.

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

tinyML

System Support for Efficient Multi-Resolution Visual Computing on Mobile Systems

Explores system support for efficient multi-resolution visual computing on mobile devices, discussing challenges and opportunities in OS and vision sensing pipeline architectures for dynamic workloads.

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

tinyML

tinyMLPerf: Benchmarking Ultra-low Power Machine Learning Systems

Explore benchmarking for ultra-low power ML systems, focusing on tinyMLPerf's methodology, tasks, and ecosystem impact. Learn about quantization and community-driven efforts in this emerging field.

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

Nvidia

Boosted Trees and Deep Neural Networks for Better Recommender Systems

Explore GPU-accelerated boosted trees and deep neural networks for building winning recommender systems, featuring insights from Kaggle Grandmasters on the ACM RecSys Challenge.

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

Nvidia

Leveraging Quad-Core Tegra 3 Features with Substance for Dynamic Textures in Mobile Games

Explore dynamic texture creation for high-end mobile games using Substance technology on Tegra 3, featuring real projects and efficient CPU utilization for enhanced visual effects.

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

Tech Tutorials - David McKone

TrueNAS Core 12 Install and Basic Setup

Comprehensive guide to installing and configuring TrueNAS Core 12, covering software download, bootable USB creation, installation, basic setup, pool management, and data sharing.

• YouTube
• 1 hour 16 minutes
• Self-Paced
• Free Video

SecurityFWD

Exploring Hacker Operating Systems - Pentoo

Explore Pentoo, a Gentoo-based Linux distribution for pentesting. Learn installation, features, and tools like Airgeddon in this comprehensive overview of the security-focused OS.

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

SecurityFWD

Exploring Hacker Operating Systems - Fedora

Explore Fedora, a secure Linux distribution with SELinux, ideal for security-aware developers. Learn installation, setup, package management, and even WiFi hacking in this comprehensive guide.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video