/introduction-to-machine-learning

Repository of course materials for a two-day course on machine learning using Scikit-Learn and PyTorch

Primary LanguageJupyter NotebookBSD 3-Clause "New" or "Revised" LicenseBSD-3-Clause

introduction-to-machine-learning

Repository of course materials for a three-day course on machine learning using Scikit-Learn and PyTorch

Day 1: Lectures

  • Morning: Introduction to Machine Learning
  • Afternoon: Introduction to Deep Learning

Day 2: Introduction to Scikit-Learn

  • Open In Colab
  • Open in Kaggle

Day 3: Introduction to PyTorch

1. PyTorch Tutorial

Open In Colab

2. NN in Numpy

Open In Colab

3. NN in PyTorch

Open In Colab

4. CNN PyTorch

Open In Colab

5. Data Loaders

Open In Colab

6. Data Augmentation

Open In Colab

7. Fine Tuning

Open In Colab