{"id":18811481,"url":"https://github.com/toelt-llc/course-virtuous-ml-lecture","last_synced_at":"2026-05-08T04:08:16.333Z","repository":{"id":82243924,"uuid":"313610266","full_name":"toelt-llc/COURSE-VIRTUOUS-ML-Lecture","owner":"toelt-llc","description":"Material for the course given in the VIRUOUS H2020 Project on fundamentals of machine learning and neural networks.","archived":false,"fork":false,"pushed_at":"2020-12-10T08:30:54.000Z","size":6212,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-02-18T07:57:44.758Z","etag":null,"topics":["keras","machine-learning","teaching","tensorflow"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/toelt-llc.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2020-11-17T12:19:49.000Z","updated_at":"2022-10-30T10:07:44.000Z","dependencies_parsed_at":null,"dependency_job_id":"73b17521-e15e-4f86-91bb-49a67a8019b1","html_url":"https://github.com/toelt-llc/COURSE-VIRTUOUS-ML-Lecture","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/toelt-llc%2FCOURSE-VIRTUOUS-ML-Lecture","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/toelt-llc%2FCOURSE-VIRTUOUS-ML-Lecture/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/toelt-llc%2FCOURSE-VIRTUOUS-ML-Lecture/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/toelt-llc%2FCOURSE-VIRTUOUS-ML-Lecture/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/toelt-llc","download_url":"https://codeload.github.com/toelt-llc/COURSE-VIRTUOUS-ML-Lecture/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":239748255,"owners_count":19690232,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["keras","machine-learning","teaching","tensorflow"],"created_at":"2024-11-07T23:26:29.061Z","updated_at":"2026-05-08T04:08:11.288Z","avatar_url":"https://github.com/toelt-llc.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# VIRTUOUS Machine Learning Workshop\n\n**Umberto Michelucci**\n\nChief AI Scientist and co-founder, TOELT LLC, Birchlenstr. 25, 8600 Dübendorf, Switzerland\n\n**Dario Piga**\n\nSenior Researcher, Dalle Molle Institute for Artificial Intelligence, Via Cantonale 2C, 6928 Manno, Switzerland\n\n\n## Contact\n\nIn case you have any questions, feel free to contact me any time at [umberto.michelucci@toelt.ai](mailto:umberto.michelucci@toelt.ai).\n\n## Technical Prerequisites\n\nTo 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.\n\n## Slides\n\nAll the slides are in google slides. So a browser is all you need to check them out.\n\n[Introduction to Keras](https://docs.google.com/presentation/d/1WdhHCRyjucaeX0ZM2g3XgZAqWmUdsVz6E5q6UwXfhC0/edit?usp=sharing)\n\n[Introduction to Neural Networks](https://docs.google.com/presentation/d/1OwXjj_ZR3yMpmpFbQ71B4aNkuiUkoWAsdUKQJaiv1QA/edit?usp=sharing)\n\n## Hands-on Jupyter Notebooks\n\n[Introduction to scikit-learn](http://colab.research.google.com/github/toelt-llc/VIRTUOUS-ML-Lecture/blob/main/code/Classification%20Example%20with%20scikit-learn.ipynb)\n\n[Easy Network with Keras](http://colab.research.google.com/github/toelt-llc/VIRTUOUS-ML-Lecture/blob/main/code/Easy%20NN%20with%20Keras.ipynb)\n\n[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)\n\n[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)\n\n[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)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftoelt-llc%2Fcourse-virtuous-ml-lecture","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftoelt-llc%2Fcourse-virtuous-ml-lecture","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftoelt-llc%2Fcourse-virtuous-ml-lecture/lists"}