Nvidia Courses

Modern Medical Image Segmentation, AutoML, and Beyond

Explore predictor-based AutoML that jointly searches neural architectures and training configurations for 3D medical image segmentation.

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

Introduction to NVIDIA DOCA - Accelerating Data Center Applications with BlueField DPU

An introduction to NVIDIA DOCA and BlueField DPUs for accelerating data center applications and networking services.

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

Boosted Trees and Deep Neural Networks for Better Recommender Systems

See how GPU-accelerated boosted trees, deep neural networks, and stacking combined to win the ACM RecSys Challenge.

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

Building a Winning Deep Learning Recommender System - Grandmaster Series Episode 5

See how three deep learning models—MLP, GRU, and XLNet—were combined with matrix factorization to win Booking.com’s recommendation challenge.

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

Building World-Class NLP Models with Transformers and Hugging Face

Learn how Kaggle grandmasters use Hugging Face transformers for question answering, sentiment extraction, and toxic comment classification.

• YouTube
• 1 hour 6 minutes
• Self-Paced
• Free Video

Jetson AI Labs - IoT and Cloud-Powered App Development with Paul DeCarlo

An AMA-style look at building cloud-connected intelligent video analytics with Jetson Nano, DeepStream, Microsoft Azure, and Stream Analytics.

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

Accelerating Vision AI Applications Using NVIDIA Transfer Learning Toolkit and Pre-Trained Models

Learn to fine-tune pre-trained vision models with NVIDIA’s Transfer Learning Toolkit, then prune, quantize, evaluate, and deploy them for efficient inference.

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

Introduction to NVIDIA Virtual GPU - Part 1

Explore NVIDIA vGPU architecture, hardware selection, remoting, licensing, profiles, and protocols.

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

NVIDIA Virtual GPU Sizing and Common Mistakes - Part 2

Learn to size NVIDIA vGPU-enabled desktops, avoid common deployment mistakes, and choose appropriate vGPU profiles with sizing tools.

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

Light Resampling in Practice with RTXDI - Part 2

Practical RTXDI techniques use ReSTIR’s spatiotemporal resampling to render scenes with millions of ray-traced lights.

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

Rendering Games with Millions of Ray Traced Lights

Explains how importance sampling and ReSTIR make ray-traced lighting with millions of lights practical for games.

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

Profiling Deep Learning Applications with NVIDIA Tools Extension (NVTX)

Learn to annotate deep learning applications with NVTX and inspect profiler timelines in Nsight Systems to identify performance bottlenecks.

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

Building an AI-Enabled Network Video Recorder with NVIDIA Metropolis Microservices for Jetson

Learn to build an AI-enabled Network Video Recorder using NVIDIA Metropolis microservices for Jetson. Covers system setup, microservices, diagnostics, and code samples for various operations in edge AI applications.

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

Video Storage Toolkit with Metropolis Microservices for Jetson - Overview and Installation

Comprehensive guide to NVIDIA's Video Storage Toolkit for Jetson, covering installation, usage, code samples, and debugging. Ideal for developers working on edge AI applications with video management needs.

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

Building an AI-Enabled Network Video Recorder with NVIDIA Metropolis Microservices for Jetson

Learn to build an AI-enabled Network Video Recorder using NVIDIA Metropolis microservices for Jetson. Covers system setup, microservices, testing, diagnostics, and code samples for various operations in edge AI applications.

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