{"id":20056007,"url":"https://github.com/zackakil/optimising-basketball","last_synced_at":"2025-05-05T13:33:39.308Z","repository":{"id":165194995,"uuid":"151011788","full_name":"ZackAkil/optimising-basketball","owner":"ZackAkil","description":"Using Keras, TensorFlow.js and image processing to analyse my basketball skillz.","archived":false,"fork":false,"pushed_at":"2019-09-03T12:44:51.000Z","size":62505,"stargazers_count":29,"open_issues_count":0,"forks_count":7,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-05-04T01:54:09.468Z","etag":null,"topics":["basketball","machine-learning","python","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/ZackAkil.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":"2018-09-30T22:15:38.000Z","updated_at":"2024-08-22T05:48:47.000Z","dependencies_parsed_at":null,"dependency_job_id":"64753956-e6e6-41ab-ae73-f3ed3d4a60d0","html_url":"https://github.com/ZackAkil/optimising-basketball","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/ZackAkil%2Foptimising-basketball","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ZackAkil%2Foptimising-basketball/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ZackAkil%2Foptimising-basketball/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ZackAkil%2Foptimising-basketball/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ZackAkil","download_url":"https://codeload.github.com/ZackAkil/optimising-basketball/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":252506677,"owners_count":21759096,"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":["basketball","machine-learning","python","tensorflow"],"created_at":"2024-11-13T12:50:59.972Z","updated_at":"2025-05-05T13:33:39.301Z","avatar_url":"https://github.com/ZackAkil.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Optimising Basketball \n## Realtime analysis of basketball with machine learning\n\n### Tech Used\n- [Colab](https://colab.research.google.com) for writing the python\n- [TensorFlow](https://tensorflow.org)  for custom linear model\n- [Keras](https://keras.io/) for building image models\n- [TensorFlow.js](https://tensorflow.org/js/) for productionising models to web\n\n![shot.git](images/shot.gif)\n\n![fitting.gif](images/fitting.gif)\n\nhttps://medium.com/p/a30a923332de/\n\nthe 3 interesting notebooks:\n\n[Frame_trails.ipynb](prototype_work/image_trail_v2.ipynb) - where I extract data points from a video file.\n\n[Trajectory_fitting.ipynb](prototype_work/Trajectory_fitting.ipynb) - where I use Tensorflow to fit a trajectory function to the data points extracted.\n\n[Eager_optimising_basketball_shot.ipynb](prototype_work/Eager_optimising_basketball_shot.ipynb) - Using new Eager syntax to do the same task, make ploting data alot easier.\n\n\n\n\n\n\nhttp://www.inpredictable.com/2016/03/free-throw-deep-dives-launch-angle.html?m=1\n\n\nhttps://github.com/samdutton/simpl/blob/gh-pages/getusermedia/sources/js/main.js\n\n\nhttps://js.tensorflow.org/tutorials/webcam-transfer-learning.html\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fzackakil%2Foptimising-basketball","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fzackakil%2Foptimising-basketball","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fzackakil%2Foptimising-basketball/lists"}