AI/ML/Data Science

This section provides patterns and setup for Data Science, AI, and ML.

Setup

This section provides information about how to set up your local development environment for Jupyter Notebooks, containers, and use your GPU.

GPU

See:

1. Install NVIDIA GPU display driver
2. How to set up GPU development for containers with Podman

Jupyter Notebook

See:

1. Start Jupyter Notebook using environment
2. Set up tokens and use as environment variables

Containers

See:

• About Jupyter Docker Stacks
• Set up development computer with Docker, Jupyter
• Set up your tokens, passwords, secrets for Podman

Patterns

• Data Analysis and Preparation
• Decision Tree
• Bagging, Random Forest, AdaBoost, GradientBoost
• Neural Network