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| en:iot-reloaded:hints_for_further_readings_on_ai [2024/12/03 17:36] – pczekalski | en:iot-reloaded:hints_for_further_readings_on_ai [2024/12/03 18:07] (current) – ktokarz |
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| === Useful Python libraries === | === Useful Python libraries === |
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| * **SciKit learn** library for general data analysis and fundamental AI algorithms ((https://scikit-learn.org/stable/|SciKit learn)): a handy Python library with complemented detailed documentation and example code snippets; | * **SciKit learn** library for general data analysis and fundamental AI algorithms ((https://scikit-learn.org/stable/|SciKit learn)): a handy Python library with complemented detailed documentation and example code snippets. |
| * Time series library **TSlearn** ((https://tslearn.readthedocs.io/en/stable/index.html|TSlearn)): provides very insightful comments and documentation on different algorithms and approaches widely used in time series analysis; | * Time series library **TSlearn** ((https://tslearn.readthedocs.io/en/stable/index.html|TSlearn)): provides very insightful comments and documentation on different algorithms and approaches widely used in time series analysis. |
| * **Pytorch** ((https://pytorch.org/|Pytorch)) and **Keras** ((https://keras.io/|Keras)): community pages for those who seek deep learning resources and more complex models in comparison to those that were covered in this chapter; | * **Pytorch** ((https://pytorch.org/|Pytorch)) and **Keras** ((https://keras.io/|Keras)): community pages for those who seek deep learning resources and more complex models in comparison to those that were covered in this chapter. |
| * **Scipy** ((https://scipy.org/|Scipy)): a vibrant library for statistical models in Python. | * **Scipy** ((https://scipy.org/|Scipy)): a vibrant library for statistical models in Python. |
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| === Useful tools === | === Useful tools === |
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| * **Orange** ((https://orangedatamining.com/|Orange)): visual programming tool for data analysis and visualisation; | * **Orange** ((https://orangedatamining.com/|Orange)): visual programming tool for data analysis and visualisation. |
| * **Weka** ((https://waikato.github.io/weka-wiki/documentation/|Weka)): a ready-to-use data analysis and visualisation tool; | * **Weka** ((https://waikato.github.io/weka-wiki/documentation/|Weka)): a ready-to-use data analysis and visualisation tool. |
