ML-Workshop-2020

Timetable

Monday

Session 1: Linear Regression (12:00 - 14:30)

• Introduction and organization
• Linear Regression notebook
• Hands-on coding

Session 2: Random Forests (15:00 - 17:30)

• Coding recap
• Presentation (Sebastian): Random Forests Intro
• Random forest notebook
• Hands-on coding

Tuesday

Session 3: Neural networks (9:00 - 11:30)

• Presentation: AI Ethics
• Coding recap
• Neural network notebook
• Hands-on coding

Session 4: Convolutions and classification (12:30 - 15:00)

• Coding recap
• CNN notebook
• Hands-on coding

Session 5: ML in weather and climate + Transfer learning (15:30 - 18:00)

• Presentation: Other ML techniques
• Coding recap
• CNN2 Notebook
• Hands-on coding

Wednesday

Session 6: Other ML techniques + Final coding (9:00 - 11:30)

• Presentation: ML in weather and climate
• Coding recap
• Finish coding

Session 7: Wrap-up (12:30 - 14:00)

• Resources for further learning
• ML cheat-sheet
• Final questions plus feedback form
• Kaggle winners

Slides

• Day 1
• Day 2
• Day 3
• AI Ethics
• Other ML techniques
• ML in weather and climate