Lecture 1 — Programming Essentials

• Jarred Green (MPP)

- Data Science Introduction - VS Code - Markdown - Bash - Git - Collaboration with GitHub

Tutorial 1

• Nadine Bourriche
• Jarred Green (MPP)

Lecture 2 — Python Crash Course

• Jarred Green (MPP)

- Installing Python - Python Cash Course Pt. 1 - Environments with Python

Tutorial 2

• Jarred Green (MPP)
• Nadine Bourriche

Lecture 3 — Advanced Python

• Jarred Green (MPP)

- Functions - Object Oriented Programming in Python - Debugging and formatting code

Tutorial 3

• Jarred Green (MPP)
• Nadine Bourriche

Lecture 4 — Data Science workflow and NumPy

• Jarred Green (MPP)

- Working in notebooks - Project Scaffolding - NumPy fundamentals

Tutorial 4

• Jarred Green (MPP)
• Nadine Bourriche

Lecture 5 — Visualization Craft

• Jarred Green (MPP)

- Visuals in data science - Creating plots in python - Major file formats and i/o

Tutorial 5

• Jarred Green (MPP)
• Nadine Bourriche

Lecture 6 — Tabular data in Python

• Jarred Green (MPP)

Room: A.1.01 - Alps Süd - Working with tabular data (pandas) - SQL primer

Tutorial 6

• Jarred Green (MPP)
• Nadine Bourriche

Room: A.1.01 - Alps Süd

Lecture 7 — Scientific toolkit

• Jarred Green (MPP)

Room: A.1.01 - Alps Süd - Pulling data from the internet (APIs and web scraping) - Doing science with Python tooling (scipy)

Tutorial 7

• Jarred Green (MPP)
• Nadine Bourriche

Room: A.1.01 - Alps Süd

Lecture 8 — ML for Data Science

• Jarred Green (MPP)

Room: A.1.01 - Alps Süd - Crash corse in ML with scikit-learn - Supervised and unsupervised learning techniques US housing data: `curl -L -o ./usa-housing.zip https://www.kaggle.com/api/v1/datasets/download/vedavyasv/usa-housing`

Tutorial 8

• Jarred Green (MPP)
• Nadine Bourriche

Room: A.1.01 - Alps Süd

Lecture 9 — Deep Learning Techniques for Data Science

• Jarred Green (MPP)

Room: A.1.01 - Alps Süd - Deep Learning crash course - Building neural networks with PyTorch - Tour of applications

Tutorial 9

• Jarred Green (MPP)
• Nadine Bourriche

Room: A.1.01 - Alps Süd

Lecture 10 — Putting it all together

• Jarred Green (MPP)
• Nadine Bourriche

Room: A.1.01 - Alps Süd - Deep Learning Zoo (models you may meet) - Ethics and privacy in data science - Responsibly integrating LLMs into your DS workflow - Exam info

Tutorial 10 Room: A.1.01 - Alps Süd CANCELLED