2023 Summer Tutorial Series (Syllabus): Machine Learning: Applications and Practices, and Introduction to Meteorology
Instructors:
- Dr. Xu Yuan from UL Lafayette
- Dr. Li Chen from UL Lafayette
- Dr. Nian-Feng Tzeng from UL Lafayette
- Dr. Hao Wang from Louisiana State University
- Dr. Sytske Kimball from University of South Alabama
- Dr. Eric Rappin from Western Kentucky University
Week 1
Week 2
Week 3
Week 4
- Watching video clips: Where weather affects us: The Boundary Layer?
- June 21 - Lecture 4: Theory of Deep Learning. Slides. Video Record
- June 22 - Q&A
- June 23 - Lab 4: Coding for LSTM and CNN. Sample Codes and Video Record
Week 5
Week 6
Week 7
- Watching video clips: Hurricanes
- July 12 - Lecture 7: Introduction of Large Language Models (LLMs). Slides and Video Record.
- June 13 - Q&A
- July 14 - Lab 7: Hands-on Experience with Training and Using LLMsLLM codes.
Week 8
- Watching video clips: Measuring the Weather with Instruments and Weather Stations
- July 19 - Lecture 8: How Does ChatGPT work? Slides and Video Record.
- June 20 - Q&A
- July 21 - Lab 8: Hands-on Experience with Training and Using LLMs. Video Record.
Week 9
- Watching video clips: Observing Weather with Radar
- July 26 - Lecture 9: LLMs for Real-world Applications. Slides and Video Record.
- June 27 - Q&A
- July 28 - Lab 9: Reporting. Video Record.