00_outline.qmd

---
title: "CS/DS549 ML Practicum -- Fall 2024"
---

# Introduction

Each lecture is ~30 minutes followed by either in class exercise in the early
part of the course or lab time.

## Topics

### Command Shells

1. MacOS command shell
2. Windows command shell options
    1. Windows Command
    2. Git shell
    3. WSL

Basic shell commands

### Shared Computing Cluster

1. SCC Overview
2. SCC group, changing default group
3. shell commands, user/group/world permissions
2. Login nodes vs compute nodes
3. Differences in compute nodes and options, CDS buy-in
3. Interactive sessions
    1. desktop
    2. vs code
4. Batch sessions

### Git and Github

1. git basics
2. github and git servers
3. exercise: forking, cloning, topic branch, push, create PR
3. github actions workflows
4. CI/CD

### VS Code

1. Python extensions and support
2. Jupyter extensions and support (debugging)
2. Git/Github extensions and support


### Tabular data

1. pandas
2. scikit-learn

### Pytorch

### Tensorflow/Keras

### Huggingface Transformers and Models

### Huggingface Spaces

### LLMs

1. Chainlit/literal.ai
2. langchain
3. llamaindex
4. HF Transformers