{"id":18075654,"url":"https://github.com/alainlebret/python-et-ia-2","last_synced_at":"2026-04-12T21:55:10.232Z","repository":{"id":260085347,"uuid":"861683508","full_name":"alainlebret/python-et-ia-2","owner":"alainlebret","description":"Personal resources from my course \"Python \u0026 IA\"","archived":false,"fork":false,"pushed_at":"2025-02-23T11:03:28.000Z","size":155,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-23T11:30:49.799Z","etag":null,"topics":["artificial-intelligence","deep-learning","image-processing","machine-learning","matplotlib","neural-network","numpy","python","scikit-image","scikit-learn"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/alainlebret.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","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":"2024-09-23T10:43:55.000Z","updated_at":"2025-02-23T11:03:32.000Z","dependencies_parsed_at":null,"dependency_job_id":"b1399674-0bbe-4458-a69d-bf891195e98c","html_url":"https://github.com/alainlebret/python-et-ia-2","commit_stats":null,"previous_names":["alainlebret/python-et-ia-2"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/alainlebret%2Fpython-et-ia-2","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/alainlebret%2Fpython-et-ia-2/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/alainlebret%2Fpython-et-ia-2/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/alainlebret%2Fpython-et-ia-2/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/alainlebret","download_url":"https://codeload.github.com/alainlebret/python-et-ia-2/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247393541,"owners_count":20931809,"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":["artificial-intelligence","deep-learning","image-processing","machine-learning","matplotlib","neural-network","numpy","python","scikit-image","scikit-learn"],"created_at":"2024-10-31T11:06:47.742Z","updated_at":"2026-04-12T21:55:05.203Z","avatar_url":"https://github.com/alainlebret.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Cours Python et intelligence artificielle / # Python and artificial intelligence course\n\nCe dépôt contient la deuxième partie des blocs-notes Jupyter du cours \"Python et intelligence artificielle\" en 2ème année de la filière [GPSE](https://www.ensicaen.fr/formation/diplomes-dingenieurs/formation-statut-etudiant/genie-physique-et-systemes-embarques/) proposés à l'[ENSICAEN](https://www.ensicaen.fr). Ces blocs-notes sont plus particulièrement adaptés au étudiants en \"ingénierie physique et capteurs\" (IPC) et \"génie nucléaire et énergie\" (GeNE).\n\n## Séances\n\n### Partie 2\n\n- Séance n°7 : [Apprentissage supervisé et régression](seance_07.ipynb)\n- Séance n°8 : [Optimisation et descente de gradient](seance_08.ipynb)\n- Séance n°9 : [Apprentissage supervisé et classification](seance_09.ipynb)\n- Séance n°10 : [Apprentissage par renforcement](seance_10.ipynb)\n- Séance n°11 : \n   1. [Perceptron multicouche fait maison (partie 1)](seance_11a.ipynb)\n   2. [Quelques mots sur la rétropropagation](seance_11b.ipynb)\n   3. [Perceptron multicouche fait maison (partie 2)](seance_11c.ipynb)\n\nVoici le lien vers la [partie 1](https://github.com/alainlebret/python-et-ia-1)\n\n## Licence\n\n![CC BY-NC 4.0](https://img.shields.io/badge/License-CC%20BY--NC%204.0-lightgrey.svg)\n\nCe cours est mis à disposition selon les termes de la licence [Creative Commons Attribution-NonCommercial 4.0 International License](https://creativecommons.org/licenses/by-nc/4.0/).\n\n---\n\n### Overview\n\nThis repository contains the second part of the Jupyter notebooks for the course **\"Python and artificial intelligence\"** given in the second year of the [GPSE](https://www.ensicaen.fr/formation/diplomes-dingenieurs/formation-statut-etudiant/genie-physique-et-systemes-embarques/) program at [ENSICAEN](https://www.ensicaen.fr). \n\n### Sessions\n\n#### Part 2\n\n- **Session 7:** [Supervised learning and regression](seance_07.ipynb)\n- **Session 8:** [Optimization and gradient descent](seance_08.ipynb)\n- **Session 9:** [Supervised learning and classification](seance_09.ipynb)\n- **Session 10:** [Reinforcement learning](seance_10.ipynb)\n- **Session 11:**  \n  1. [Homemade multilayer perceptron (part 1)](seance_11a.ipynb)  \n  2. [A few words on backpropagation](seance_11b.ipynb)  \n  3. [Homemade multilayer perceptron (part 2)](seance_11c.ipynb)\n\nFor part 1 of the course, please visit the following repository: [python-et-ia-1](https://github.com/alainlebret/python-et-ia-1)\n\n### License\n\n![CC BY-NC 4.0](https://img.shields.io/badge/License-CC%20BY--NC%204.0-lightgrey.svg)\n\nThis course is provided under the terms of the [Creative Commons Attribution-NonCommercial 4.0 International License](https://creativecommons.org/licenses/by-nc/4.0/).\n\n(c) Alain Lebret, 2024.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Falainlebret%2Fpython-et-ia-2","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Falainlebret%2Fpython-et-ia-2","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Falainlebret%2Fpython-et-ia-2/lists"}