Welcome to Building AI/ML Environments

Overview

This website is intended as a resource for setting up and managing environments tailored to AI and machine learning (ML) projects on systems hosted by the Texas Advanced Computing Center (TACC).

What You Will Learn

• Environment Setup: Step-by-step instructions for configuring python virtual environments and conda environments.

• Containerization: How to build and deploy custom Docker containers with GPU and MPI support.

Content:

• Overview of AI/ML Environments at TACC
  • Connecting to TACC
  • Environment Management Tools
  • Virtual Environments with Pytorch
  • Conda with Pytorch
  • Containers with Pytorch
• Containers at TACC
  • Advanced Container Build with Pytorch
  • Containerized Kernel for Jupyter Notebooks
• Conda at TACC
  • Overview of conda @ TACC
  • Miniforge with Sklearn
  • Miniforge with Cuda