GPU Computing Courses and Certifications

The Cherno

Making It Massively Faster by Using the GPU

Discover how to dramatically accelerate performance by leveraging GPU computing, with practical examples and implementation techniques for parallel processing tasks.

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

Prodramp

AI Workshop - Build Your Own Text-to-Image Application with DALL-E Mini in Python from Scratch

Learn to build a text-to-image application using DALL-E mini in Python. Covers model setup, code implementation, and result generation, providing hands-on experience with AI-driven image creation.

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

Nvidia

Profiling Deep Learning Applications with NVIDIA Tools Extension (NVTX)

Enhance deep learning application performance using NVIDIA Tools Extension Library (NVTX) for code profiling and optimization techniques.

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

MIT HAN Lab

TorchSparse++ - Efficient Training and Inference Framework for Sparse Convolution on GPUs

Explore efficient GPU-based sparse convolution with TorchSparse++, an advanced framework for training and inference in deep learning applications.

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

Trelis Research

Running Speech-to-Speech Models on Mac or GPU

Explore speech-to-speech AI models, including GPT-4o and Llama 3. Learn implementation techniques on Mac and GPU, with tips for reducing latency using UDP ports.

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

Krish Naik

NVIDIA RAPIDS cuDF - Large Data Preprocessing with Pandas Accelerator Mode

Accelerate pandas workflows with NVIDIA RAPIDS cuDF, a GPU-powered DataFrame library. Process large datasets faster using familiar pandas-style API, without code changes. Ideal for data scientists and analysts.

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

All About AI

My Local Mini AI Data Center That Runs EVERYTHING - DGX Spark

Discover how to build and operate a local mini AI data center using NVIDIA DGX Spark for running comprehensive AI workloads and applications at home.

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

Krish Naik

Processing 100+ GB of Data in Seconds Using Polars GPU Engine

Master high-speed data processing with Polars GPU engine, leveraging NVIDIA GPUs to handle massive datasets up to 10x faster while using familiar Polars syntax and commands.

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

Discover AI

Running BLOOM 176B LLM Inference with AWS ML and DeepSpeed

Dive into advanced LLM inference deployment using AWS's ml.p4de.24xlarge instance, exploring BLOOM 176B implementation with DeepSpeed and DJL for optimal performance and scalability.

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

James Briggs

NVIDIA AI Workbench for AI Engineers - Tutorial and Overview

Explore NVIDIA AI Workbench, a toolkit for GPU-enabled AI development. Learn to set up projects, deploy to remote GPUs, and streamline your workflow for efficient AI engineering and data science tasks.

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

AI Engineer

Why We Don't Need More Data Centers - Sustainable AI Infrastructure Through GPU Marketplaces

Discover why endless data center expansion is flawed and explore GPU marketplace solutions for sustainable, democratized AI infrastructure that maximizes existing resources.

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

Yacine Mahdid

How to Serve Big LLM over Decentralized GPUs - Parallax and Dynamic Programming

Discover how to deploy large language models across decentralized GPUs using Parallax's innovative scheduling methodology and dynamic programming techniques.

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

Java

GPU/JVM Cooperation - Optimizing Java Performance with GPU Integration

Explore GPU/JVM cooperation, optimization techniques, and performance enhancements for Java applications leveraging GPU capabilities.

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

Java

Reduction on GPUs

Explore GPU reduction techniques with Eric Caspole, enhancing your understanding of parallel computing and optimizing performance in GPU-based applications.

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

Java

Project Sumatra - GPU Acceleration for Java

Explore GPU workloads, AMD's Accelerated Processing Unit, and the Sumatra prototype for Java optimization using Stream API and HSAIL technologies.

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