Hardware Acceleration Courses and Certifications

Introduction to JAX: High-Performance Machine Learning Library

Discover JAX, a Python library for high-performance machine learning research that combines NumPy familiarity with hardware acceleration and composable function transformations used to build models like Gemini and Gemma.

• YouTube
• 17 minutes
• On-Demand
• Free Video

PyCon US

PyXL - A Chip That Runs Python at Turbo Speeds

Discover PyXL, a custom processor that runs Python natively on hardware, eliminating interpreter overhead and achieving massive performance gains over traditional CPUs.

• YouTube
• 27 minutes
• On-Demand
• Free Video

UC Berkeley EECS

New Computing Architecture - Domain-Specific Systems and Accelerator Integration

Dive into cutting-edge domain-specific computing architectures, system integration, and accelerator technologies with insights from Berkeley's research on next-generation computing systems.

• YouTube
• 22 minutes
• On-Demand
• Free Video

Nvidia

DeepSeek R1 Performance Optimization to Push the Throughput Performance Boundary

Discover how to optimize DeepSeek R1 throughput scenarios and achieve world-class GPU inference performance using NVIDIA Blackwell architecture from industry experts.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

X.Org Foundation

Unleash the Graphics Magic - OpenGL and OpenGL ES Development for Apple M1 and M2

Discover the journey of OpenGL driver development for Apple M1/M2, exploring hardware magic, conformance achievements, and the intricate code behind graphics acceleration.

• YouTube
• 37 minutes
• On-Demand
• Free Video

Discover AI

Cloud GPU Providers Comparison - From H100 to RTX 4090

Explore 8 cloud GPU providers offering various options from RTX 3060 to H100 GPUs, comparing features and pricing for machine learning and LLM fine-tuning projects.

• YouTube
• 13 minutes
• On-Demand
• Free Video

Tech Field Day

Getting Started with VMware Private AI Foundation with NVIDIA

Discover how to efficiently deploy AI infrastructure using VMware's Private AI Foundation and NVIDIA, focusing on GPU selection, virtualization, and automated deployment for enterprise AI success.

• YouTube
• 31 minutes
• On-Demand
• Free Video

Tech Field Day

AI Workloads and Hardware Accelerators - Introducing the Google Cloud AI Hypercomputer

Discover how Google Cloud's AI Hypercomputer revolutionizes AI workload management with advanced GPUs, TPUs, and dynamic scheduling, enabling efficient, scalable, and sustainable enterprise AI solutions.

• YouTube
• 39 minutes
• On-Demand
• Free Video

Yannic Kilcher

Machine Learning News: Gemma, Gemini, Groq, Sora, and AI Developments

Explore latest ML developments: Gemma, Groq, Sora, Gemini updates. Dive into hardware advancements, AI ethics, and amusing incidents. Stay informed on cutting-edge AI progress and industry news.

• YouTube
• 43 minutes
• On-Demand
• Free Video

HOTI - Hot Interconnects Symposium

Accelerator Clusters: The New Supercomputer

Discover how accelerator clusters are revolutionizing supercomputing through NVIDIA's innovative approach to high-performance computing architecture and interconnect technologies.

• YouTube
• 57 minutes
• On-Demand
• Free Video

EDGE AI FOUNDATION

Neural Architecture Search for Tiny Devices - Optimizing Deep Neural Networks for Edge Platforms

Delve into automated neural architecture search techniques for edge devices, exploring optimization strategies for creating efficient, accurate deep learning models with minimal resource requirements.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Free Video

Kevin McAleer

Raspberry Pi AI HAT+ 2 - Performance Comparison with Apple's M4

Discover the new Raspberry Pi AI HAT+ 2's capabilities, performance improvements over the original, and whether it delivers faster AI processing than Apple's M4 chip.

• YouTube
• 12 minutes
• On-Demand
• Free Video

USENIX

The nanoPU - A Nanosecond Network Stack for Datacenters

Innovative NIC-CPU co-design accelerating datacenter applications with μs-scale RPCs. Features fast network-to-CPU path, hardware-supported transport and load balancing, achieving 69ns wire-to-wire response time and improved performance.

• YouTube
• 15 minutes
• On-Demand
• Conference Talk

0xdade

U2F Zero - Secure Hardware Design, DIY Mass Production, and Amazon Prime

Explore U2F Zero: secure hardware design, DIY production, and Amazon Prime sales. Learn about hardware acceleration, manufacturing challenges, and cost breakdown for this innovative security device.

• YouTube
• 21 minutes
• On-Demand
• Conference Talk

Databricks

Apache TVM: Optimizing ML Models for Edge Deployment - Deep Dive and Demo

Explore Apache TVM's machine learning compiler to optimize deep learning models for faster inference on various hardware, reducing costs and improving performance.

• YouTube
• 49 minutes
• On-Demand
• Free Video