GPU Computing Courses and Certifications

NVIDIA GPU Computing - A Journey from PC Gaming to Deep Learning

Explore NVIDIA GPU's evolution from gaming to deep learning, covering key architectures and applications in supercomputing, data centers, and autonomous vehicles.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Online Course

Nvidia

Introduction to AI in the Data Center

82 ratings at Coursera

Explore AI in data centers: GPU computing, infrastructure, frameworks, and deployment strategies for IT professionals. Learn to optimize AI workloads and manage multi-system clusters.

• Coursera
• 5 hours 10 minutes
• On-Demand
• Free Online Course (Audit)

Nvidia

Profiling Deep Learning Applications with NVIDIA Tools Extension (NVTX)

1 review

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

• YouTube
• 24 minutes
• On-Demand
• Free Online Course

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 Online Course

Simulation Lab

GTC 2017: GPU Computing for the Construction Industry - AR/VR for Learning Planning and Safety

Explore AR/VR applications in construction for enhanced learning, planning, and safety practices, presented by Gilbane Building Company experts at NVIDIA's 2017 conference.

• YouTube
• 21 minutes
• On-Demand
• Free Online Course

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 Online Course

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 Online Course

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 Online Course

Databricks

Architecture Analysis for ETL Processing - CPU vs GPU

Explore GPU acceleration for ETL operations, comparing CPU and GPU architectures. Learn about performance gains in database operations and SQL query acceleration using GPUs.

• YouTube
• 19 minutes
• On-Demand
• Free Online Course

fast.ai

Practical Deep Learning For Coders

7 reviews

Learn how to get a GPU server online suitable for deep learning— to creating state of the art, highly practical, models for computer vision, natural language processing, and recommendation systems.

• Independent
• 7 weeks, 10 hours a week
• On-Demand
• Free Online Course

Introduction to Parallel Programming with CUDA

Learn parallel programming with CUDA to process large datasets using GPUs. Explore thread management, memory types, and performance optimization techniques for complex problem-solving on Nvidia hardware.

• Coursera
• 21 hours 39 minutes
• On-Demand
• Free Online Course (Audit)

Open Source LLMOps Solutions

Gain hands-on experience deploying open-source LLMs, from understanding fundamentals to fine-tuning models and building AI applications using a code-first approach.

• Coursera
• 1 day 11 hours 54 minutes
• On-Demand
• Free Online Course (Audit)

Nvidia

AI Infrastructure and Operations Fundamentals

164 ratings at Coursera

Explore AI fundamentals, infrastructure, and operations for enterprise professionals. Gain insights into GPU computing, data center design, cloud deployment, and MLOps for effective AI implementation.

• Coursera
• 11 hours 10 minutes
• On-Demand
• Free Online Course (Audit)

Learn CUDA with Docker!

21 ratings at Udemy

Learrn to Code with CUDA with GPGPU-Simulators & Docker, Kickstart Your Computing and Data Science Career!

• Udemy
• 2-3 hours
• On-Demand
• Paid Course

Pragmatic AI Labs

LLM Server

In this course you will learn how to set up a GPU Server on your own infrastructure, download open source models, and build applications with those models programmatically and with Agents

• edX
• 4 weeks, 3-6 hours a week
• On-Demand
• Free Online Course (Audit)