https://github.com/toelt-llc/course-virtuous-ml-lecture

Material for the course given in the VIRUOUS H2020 Project on fundamentals of machine learning and neural networks.
https://github.com/toelt-llc/course-virtuous-ml-lecture

keras machine-learning teaching tensorflow

Last synced: 27 days ago
JSON representation

Material for the course given in the VIRUOUS H2020 Project on fundamentals of machine learning and neural networks.

• Host: GitHub
• URL: https://github.com/toelt-llc/course-virtuous-ml-lecture
• Owner: toelt-llc
• Created: 2020-11-17T12:19:49.000Z (about 4 years ago)
• Default Branch: main
• Last Pushed: 2020-12-10T08:30:54.000Z (about 4 years ago)
• Last Synced: 2024-12-20T23:14:22.039Z (about 1 month ago)
• Topics: keras, machine-learning, teaching, tensorflow
• Language: Jupyter Notebook
• Homepage:
• Size: 5.92 MB
• Stars: 1
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

        
# VIRTUOUS Machine Learning Workshop

**Umberto Michelucci**

Chief AI Scientist and co-founder, TOELT LLC, Birchlenstr. 25, 8600 Dübendorf, Switzerland

**Dario Piga**

Senior Researcher, Dalle Molle Institute for Artificial Intelligence, Via Cantonale 2C, 6928 Manno, Switzerland

## Contact

In case you have any questions, feel free to contact me any time at [[email protected]](mailto:[email protected]).

## Technical Prerequisites

To try the following notebooks you will not need to install anything. Clicking on the links will open them in Google Colab, so that you can try the code immediately.

## Slides

All the slides are in google slides. So a browser is all you need to check them out.

[Introduction to Keras](https://docs.google.com/presentation/d/1WdhHCRyjucaeX0ZM2g3XgZAqWmUdsVz6E5q6UwXfhC0/edit?usp=sharing)

[Introduction to Neural Networks](https://docs.google.com/presentation/d/1OwXjj_ZR3yMpmpFbQ71B4aNkuiUkoWAsdUKQJaiv1QA/edit?usp=sharing)

## Hands-on Jupyter Notebooks

[Introduction to scikit-learn](http://colab.research.google.com/github/toelt-llc/VIRTUOUS-ML-Lecture/blob/main/code/Classification%20Example%20with%20scikit-learn.ipynb)

[Easy Network with Keras](http://colab.research.google.com/github/toelt-llc/VIRTUOUS-ML-Lecture/blob/main/code/Easy%20NN%20with%20Keras.ipynb)

[First CNN with Keras](http://colab.research.google.com/github/toelt-llc/VIRTUOUS-ML-Lecture/blob/main/code/First%20example%20of%20a%20CNN%20with%20the%20MNIST%20dataset.ipynb)

[Functional APIs of Keras](http://colab.research.google.com/github/toelt-llc/VIRTUOUS-ML-Lecture/blob/main/code/Keras%20Functional%20APIs%20with%20TF2%20-%20First%20steps.ipynb)

[Pre-Trained Models with Keras](http://colab.research.google.com/github/toelt-llc/VIRTUOUS-ML-Lecture/blob/main/code/Pre-trained-models_with_keras_applications.ipynb)