- Introduction to Python: The academia and industry standard programming language.
- Using VSCode: Setup a Python development environment in Visual Studio Code, the most versatile code editor.
- Data Formats: Basics of JSON, XML, CSV, and other formats suitable for multimodal data.
- Data Standards: Overview of Brain Imaging Data Structure (BIDS) and others.
- Version Control with GitHub: Use GitHub for tracking changes, collaboration, and maintaining a history of work.
- GitHub Operations: Understand repositories, branches, commits, pull requests, and collaboration best practices.
- Web Development Basics: Introduction to HTML, CSS, and JavaScript for front-end development.
- Deployment: Use Python frameworks to create applications to dynamically vizualize data.
- Machine Learning Workflow: Inderstand the entire process from problem understanding to model evaluation.
- Handling Multimodal Data: Special focus on preparing and using diverse data types in machine learning.
- Interacting with APIs: How to use APIs of models like GPT for various AI tasks.
- Practical Examples: Text generation, conversation systems, or data analysis.