/ai-science-training-series

Primary LanguageJupyter Notebook

AI for Science: Student Training Series

Visit the schedule of the ALCF AI for Science Training Series with 11 sessions listed for 2021-2022!

This repository is organized into one subdirectory per session. All content is prefixed by a two-digit index in the order of presentation in the tutorials.

Table of Contents
  1. Introduction to ALCF Systems
    1. Compute Systems Overview
    2. How To Login to ALCF Systems
    3. Environment Setup
    4. Jobs, Queues, Submissions: How To
    5. Jupyter Notebooks
  2. Machine Learning
    1. Introduction to Supervised Machine Learning with Scikit-Learn
    2. Machine Learning with Scientific Data
  3. Introduction to Deep Learning
  4. Data Pipelines for Deep Learning
    1. TensorFlow Dataset API
    2. PyTorch Dataset API