Machine-Learning

This repository contains teaching materials for Machine Learning.

You may immediately play around with the notebook through Google Colaboratory. Here are the links:

Introduction

• Kaggle's 30 days of Machine Learning
• Machine Learning in Python
• Machine Learning in Python Exercise
• Python ML Quiz

Classical Machine Learning

• K Nearest Neighbors
• Linear and Logistic Regression
• Linear Regression Homework
• Clustering
• Outlier Detection
• Random Forest
• Ensemble Models

Practical Machine Learning and Interpretability

• Practical Machine Learning
• Practical Machine Learning - Automated
• Interpretable Models
• Model Agnostic Methods

Deep Learning

• Neural Network
• Convolutional Neural Network
• Transfer Learning

Practical Deep Learning

• Introduction to Hugging Face
• Image Classification with Vision Transformer (External)
• Computer Vision with Hugging Face
• Fine-Tuning Vision Transformer (External)

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