README.md

Welcome to MiCM2022-Introduction to ML in Python!

Workshop Schedule (July 14th and 15th):

• 1.00 - 1.50 pm -> ML Time! (Break: 1.50 - 2.00 pm)
• 2.00 - 2.50 pm -> ML Time! (Break: 2.50 - 3.00 pm)
• 3.00 - 3.50 pm -> ML Time!
• 3.50 - 4.00 pm -> Closing discussions

Module 1:Machine Learning Basics

Module1A - Basics And Pytorch

• Learn state of art ML library

	Run
Tutorial 1

Module1B - Multi Layer Perceptron

• Slides: Module 1B - Multi Layer Perceptron
• Classify hand-written digit images with MLP

	Run
Tutorial 1

Module1C - Optimization

• Slides: Module 1C - Optimization
• Learn the magic behind ML

	Run
Tutorial 1

Module1D - Regularization

• Slides: Module1D - Regularization
• Build better ML models

	Run
Tutorial 1
Tutorial 2

Module 2: Convolutional Neural Networks

Module2A - Introduction to Convolutional Neural Networks

• Slides: Module2A - Introduction to Convolutional Neural Networks
• Classify hand-written letters

	Run
Tutorial 1

Module2B - Modern Convolutional Neural Networks

• Slides: Module2B - Modern Convolutional Neural Networks
• Learn transfer learning
• Classify Pokemons
• Face recognition

	Run
Tutorial 1
Tutorial 2

References

Most of the materials here were adapted from Neuromatch Academy - Deep Learning Summer School. Consider checking their webpage to learn more about machine learning.