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A series of interactive labs we prepared for the Introduction into Machine Learning and Deep Learning course. The content of the series is based on Python, IPython Notebook, and PyTorch.

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## MUG Master Course :: "Introduction into Machine Learning and Deep Learning"

A series of interactive lab notebooks we prepared for the 7.253.1,00 Introduction into **Machine Learning** and **Deep Learning** course offered in the Master of Arts in Business Management (MUG) at the University of St.Gallen (HSG).

The content is build on a series of Jupyter Notebooks based on Python, IPython Notebook, Scikit-Learn and PyTorch.

![License: GPL v3](https://img.shields.io/badge/License-GPLv3-blue.svg)

![Course Banner](https://github.com/GitiHubi/courseMLDL/blob/master/banner.png)

A series of interactive lab notebooks we prepared for the Introduction into Machine Learning and Deep Learning course. The content of the series is based on Python, IPython Notebook, and PyTorch.

Cloning the repository to Azure Notebooks: [![Azure Notebooks](https://notebooks.azure.com/launch.png)](https://notebooks.azure.com/import/gh/GitiHubi/courseMLDL)

This is currently work in progress so expect minor errors and some rough edges ;)

## Running the Lab Notebooks

**Lab 00:** "Testing the Lab Environment" ([![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/GitiHubi/courseMLDL/master?filepath=lab_00%2Fmldl_lab_00.ipynb), [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/GitiHubi/courseMLDL/blob/master/lab_00/mldl_lab_00.ipynb))

**Lab 01:** "Introduction to the Lab Environment" ([![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/GitiHubi/courseMLDL/master?filepath=lab_01%2Fmldl_lab_01.ipynb), [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/GitiHubi/courseMLDL/blob/master/lab_01/mldl_colab_01.ipynb))

**Lab 02:** "Fundamentals of Python Programming" [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/GitiHubi/courseMLDL/blob/master/lab_02/mldl_colab_02.ipynb)

**Lab 03:** "Supervised Machine Learning" 
- Naive-Bayes: ([![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/GitiHubi/courseMLDL/master?filepath=lab_03%2Fmldl_lab_03a.ipynb), [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/GitiHubi/courseMLDL/blob/master/lab_03/mldl_colab_03a.ipynb))
- k-Nearest Neighbors: ([![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/GitiHubi/courseMLDL/master?filepath=lab_03%2Fmldl_lab_03b.ipynb), [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/GitiHubi/courseMLDL/blob/master/lab_03/mldl_colab_03b.ipynb))
- Logistic Regression: ([![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/GitiHubi/courseMLDL/master?filepath=lab_07%2Fmldl_lab_07.ipynb), [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/GitiHubi/courseMLDL/blob/master/lab_07/mldl_colab_07.ipynb))

**Lab 04:** "Unsupervised Machine Learning" 
- k-Means Clustering: ([![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/GitiHubi/courseMLDL/master?filepath=lab_04%2Fmldl_lab_04a.ipynb), [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/GitiHubi/courseMLDL/blob/master/lab_04/mldl_colab_04a.ipynb))
- Expectation-Maximization: ([![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/GitiHubi/courseMLDL/master?filepath=lab_04%2Fmldl_lab_04b.ipynb), [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/GitiHubi/courseMLDL/blob/master/lab_04/mldl_colab_04b.ipynb))

**Lab 05:** "Supervised Deep Learning - ANNs" ([![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/GitiHubi/courseMLDL/master?filepath=lab_05%2Fmldl_lab_05.ipynb), [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/GitiHubi/courseMLDL/blob/master/lab_05/mldl_colab_05.ipynb))

**Lab 06:** "Supervised Deep Learning - CNNs" ([![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/GitiHubi/courseMLDL/master?filepath=lab_06%2Fmldl_lab_06.ipynb), [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/GitiHubi/courseMLDL/blob/master/lab_06/mldl_colab_06.ipynb))

<!--

**Lab 06:** "Supervised Deep Learning - CNNs" (CPU: [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/GitiHubi/courseMLDL/blob/master/lab_06/mldl_colab_06.ipynb)) (GPU: [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/GitiHubi/courseMLDL/blob/master/lab_06/mldl_colab_06_gpu.ipynb))
-->

## Getting Started

Install dependencies via `pip install -r requirements.txt`.

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