{"id":19601619,"url":"https://github.com/alankrantas/colab-python-cookbooks","last_synced_at":"2025-04-27T17:32:02.410Z","repository":{"id":113012337,"uuid":"429288534","full_name":"alankrantas/colab-python-cookbooks","owner":"alankrantas","description":"Experiments of AutoML/data science packages and solving Kaggle competition in Google Colaboratory or DevContainer/Codespace","archived":false,"fork":false,"pushed_at":"2024-05-02T09:03:36.000Z","size":27458,"stargazers_count":2,"open_issues_count":0,"forks_count":2,"subscribers_count":3,"default_branch":"main","last_synced_at":"2024-05-02T20:29:45.338Z","etag":null,"topics":["automatic-machine-learning","automl","codespace","colab-notebook","colaboratory","data-science","datascience","deep-learning","devcontainer","jupyter-notebook","kaggle","kaggle-competition","machine-learning","neural-network","python","python3"],"latest_commit_sha":null,"homepage":"","language":"Jupyter 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Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Python, Data Science \u0026 AutoML cookbooks in Google Colaboratory\n\n## AutoML Examples\n\n* [AutoKeras](https://github.com/alankrantas/colab-python-cookbooks/blob/main/automl/colab_autoakeras.ipynb)\n* [TPOT](https://github.com/alankrantas/colab-python-cookbooks/blob/main/automl/colab_tpot.ipynb) (Tree-based Pipeline Optimization Tool)\n* [FLAML](https://github.com/alankrantas/colab-python-cookbooks/blob/main/automl/colab_flaml.ipynb) (A Fast Library for Automated Machine Learning \u0026 Tuning)\n* FLAML [time series forecast](https://github.com/alankrantas/colab-python-cookbooks/blob/main/automl/colab_flaml_time_series.ipynb)\n\n\u003e The auto-sklearn example is removed due to incompatibility to Colab runtimes.\n\n## ML Examples\n\n* Draw AI images with [Stable Diffusion](https://github.com/alankrantas/colab-python-cookbooks/blob/main/ml/keras_cv_stable_diffusion.ipynb) model\n* [Visualize](https://github.com/alankrantas/colab-python-cookbooks/blob/main/ml/colab_covid_daily_new_cases.ipynb) top 10 Covid-19 daily new cases\n* [Visualize](https://github.com/alankrantas/colab-python-cookbooks/blob/main/ml/colab_scikitlearn_charts.ipynb) some scikit-learn ML model classifications\n* [Keras](https://github.com/alankrantas/colab-python-cookbooks/blob/main/ml/colab_keras_mnist.ipynb) MNIST Model\n* 在 Colab 使用[中文字型繪圖](https://github.com/alankrantas/colab-python-cookbooks/blob/main/ml/colab_matplotlib_chinese.ipynb)的最簡易辦法 (draw Chinese texts in Colaboratory)\n\n## AutoML Experiments on Kaggle Community Competitions\n\nI ran these scripts in local Jupyter Notebook since they usually require much longer training time. For AutoKeras I use a GTX 1660 Ti card as GPU. A screen shot of my leaderboard ranks (as of Feb 14th, 2022) can be found [here](https://github.com/alankrantas/colab-python-cookbooks/blob/main/kaggle/score_2022_02_14.png).\n\n* [Titanic](https://github.com/alankrantas/colab-python-cookbooks/blob/main/kaggle/titanic_flaml.ipynb) (FLAML)\n* [House Prices](https://github.com/alankrantas/colab-python-cookbooks/blob/main/kaggle/housing_flaml.ipynb) (FLAML)\n* [Digit Recognizer](https://github.com/alankrantas/colab-python-cookbooks/blob/main/kaggle/digits_autokeras.ipynb) (AutoKeras)\n* [Dogs vs. Cats Redux](https://github.com/alankrantas/colab-python-cookbooks/blob/main/kaggle/catdog_autokeras.ipynb) (AutoKeras)\n* [Disaster Tweets](https://github.com/alankrantas/colab-python-cookbooks/blob/main/kaggle/disasters_autokeras.ipynb) (AutoKeras)\n\n# Open in DevContainer/Codespace\n\nThis repo can be opened in a Python 3.10 DevContainer which supports executing notebooks. You may need to select the Python kernel first.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Falankrantas%2Fcolab-python-cookbooks","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Falankrantas%2Fcolab-python-cookbooks","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Falankrantas%2Fcolab-python-cookbooks/lists"}