GPU Acceleration Courses and Certifications

IEEE

CryptGPU: Fast Privacy-Preserving Machine Learning on the GPU

Explore GPU-accelerated privacy-preserving machine learning techniques for enhanced performance and scalability in image classification and private training.

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

StatQuest with Josh Starmer

Introduction to Coding Neural Networks with PyTorch and Lightning

Aprenda a codificar redes neurais eficientemente com PyTorch e Lightning, simplificando o processo, melhorando a portabilidade e otimizando a taxa de aprendizagem automaticamente.

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

The Cherno

Adding an Interactive 3D Camera System - Ray Tracing Series

Learn to implement an interactive 3D camera system for ray tracing, covering camera mechanics, class creation, ray direction calculations, and integration into a ray tracing application.

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

Databricks

Deep Dive into GPU Support in Apache Spark 3.x - Accelerator-Aware Scheduling and RAPIDS Plugin

Explore GPU acceleration in Apache Spark 3.x, covering task scheduling, columnar processing, and the RAPIDS plugin for enhanced ETL, ML, and DL performance without code changes.

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

USENIX

ROLLER - Fast and Efficient Tensor Compilation for Deep Learning

Introduces ROLLER, a fast tensor compilation approach for deep learning using rTile abstraction and recursive construction, generating efficient kernels in seconds for various accelerators.

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

Adobe

Dynamic Link Masterclass - After Effects and Premiere Pro Workflows

Explore seamless integration between After Effects and Premiere Pro using Dynamic Link. Learn efficient workflows, real-time previews, and advanced techniques for enhanced video editing and motion graphics.

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

Nvidia

DeepStream SDK - Accelerating Real-Time AI-Based Video and Image Analytics

Accelerate real-time AI-based video and image analytics with DeepStream SDK. Learn about flexible deployment, architecture, and applications in retail, smart cities, manufacturing, and logistics.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video

Nvidia

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
• On-Demand
• Free Video

Nvidia

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
• On-Demand
• Free Video

Nvidia

Getting Started with Caffe - Deep Learning Framework Introduction - Class 3

Learn to define, train, and deploy Deep Neural Networks using Caffe framework. Covers data management, network definition, training monitoring, and deployment for classification or feature extraction.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Nvidia

Getting Started with OpenACC - Part II

Learn OpenACC for GPU acceleration in scientific computing. Covers data management, parallel kernels, MPI integration, and optimization techniques for high-performance code.

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

Nvidia

Advanced Rendering Solutions - NVIDIA ARC and Frameworks

Explore NVIDIA's advanced rendering solutions, including mental ray, iray, and OptiX. Gain insights into integrating and accelerating graphics pipelines for cutting-edge visual effects and simulations.

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

Nvidia

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

Learn how Kaggle Grandmasters built a winning Deep Learning Recommender System for Booking.com, using matrix factorization, ensemble models, and data augmentation techniques. Gain insights into GPU-accelerated recommender systems.

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

Nvidia

Efficient Data Loading Using DALI for Deep Learning Applications

Accelerate deep learning applications with efficient data loading pipelines using NVIDIA's DALI library. Explore augmentation, documentation, and performance optimization techniques.

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