Nvidia Courses

Deep Learning in MATLAB: From Algorithm Design to Embedded Deployment on NVIDIA Jetson

Explore deep learning in MATLAB, from transfer learning to GPU deployment on NVIDIA Jetson. Learn algorithm design, CUDA compilation, and performance optimization for embedded systems.

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

Develop and Deploy Deep Learning Services at the Edge with IBM and NVIDIA Jetson

Explore deploying deep learning services at the edge using NVIDIA Jetson and IBM technologies, covering setup, development, and practical applications in machine learning and AI.

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

Jetson AGX Xavier: Architecture and Applications for Autonomous Machines

Explore Jetson AGX Xavier's architecture and develop cutting-edge autonomous applications using the Developer Kit and JetPack SDK. Discover advances in robotics and intelligent devices.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

Streamline Deep Learning for Video Analytics with DeepStream SDK 2.0

Explore AI-based video analytics using DeepStream SDK 2.0 for Tesla, transforming video into insights for smart cities with a modular plugin architecture and scalable framework for multi-stream processing and application development.

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

TensorFlow Models Accelerated for NVIDIA Jetson

Accelerate TensorFlow models on NVIDIA Jetson: optimize training, integrate TensorFlow RT, enhance image classification, and format models for improved performance.

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

Applied Deep Learning in Speech Recognition and Collaborative Filtering - Session 5

Explore cutting-edge AI applications in speech recognition and collaborative filtering systems, featuring NVIDIA Research insights from NeurIPS 2018.

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

Inference and Quantization for AI - Session 3

Explore quantized inference, TensorRT 5, and TensorFlow integration for AI model optimization. Learn about NVIDIA's inference server and techniques to improve model efficiency and performance.

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

Improvements to NVIDIA CUDA and Deep Learning Libraries - Session 1

Explore NVIDIA's latest AI tech advancements, including CUDA Graphs, WMMA, and cuDNN. Learn about performance improvements, Tensor Cores, and new features for deep learning acceleration.

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

Machine Learning with RAPIDS - Accelerating Data Science Workflows

Explore RAPIDS: Accelerating data science workflows with GPU-powered tools for faster data loading, ETL, model training, and interactive analysis.

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

Breaking New Frontiers in Robotics and Edge Computing with AI

Explore cutting-edge AI deployment for robotics and edge computing, covering tools, techniques, and recent developments in deep learning and NVIDIA's Jetson platform.

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

Get Started with the JetPack Camera API

Explore Jetson TX1's camera capabilities and learn to develop efficient applications using the JetPack Camera API, covering hardware, libargus, metadata, and best practices for image processing.

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

Embedded Deep Learning with NVIDIA Jetson

Learn to develop AI and computer vision applications using NVIDIA's deep learning tools. Explore neural network primitives, real-time solutions, and training workflows for intelligent robots and drones on the Jetson Embedded Platform.

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

Advanced Multi-GPU Programming with OpenACC - Lecture 2

Explore advanced multi-GPU programming techniques using OpenACC and MPI, covering domain decomposition, communication overlap, and tools for debugging and profiling MPI+OpenACC applications.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

Advanced OpenACC Profiling - Lecture 1

Explore advanced OpenACC profiling techniques, focusing on accelerating applications, using profiling tools, and optimizing seismic data processing workflows for improved performance.

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

Introduction to OpenACC - Office Hour 1

Explore OpenACC fundamentals, comparing it with CUDA and OpenMP. Learn about supported systems, libraries, and multi-GPU usage. Get answers to common questions and discover resources for further learning.

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