Useful Python librairies, software design and IA ressources
- numpy : matrix calculus with C++ backend
- SciPy (based on Numpy): toolbox with scientific tools (optimization, Fourrier...) ... https://medium.com/edureka/scipy-tutorial-38723361ba4b
- Numba: JIT compiler, traduce Python to machine code
- python with C++: boost https://cpp.developpez.com/tutoriels/interfacer-cpp-python/
- Pandas ... Moving averages with Python
- PyQt5: like Qt with C++
- grid simulation: https://www.pandapower.org/
- PV simulation: https://pvlib-python.readthedocs.io/en/stable/index.html
- https://github.com/Tooblippe/pandapower_gui
- https://github.com/NREL/EnergyPlus
- https://www.protechtraining.com/blog/post/tutorial-the-observer-pattern-in-python-879
- https://python-3-patterns-idioms-test.readthedocs.io/en/latest/Observer.html
- https://www.c-sharpcorner.com/article/observer-design-pattern-exaple-with-python-sample/
- https://refactoring.guru/design-patterns/observer/python/example
- https://openclassrooms.com/fr/courses/4525296-maitrisez-les-bases-des-probabilites/4525303-decouvrez-les-notions-de-base-des-probabilites
- https://openclassrooms.com/fr/courses/4525306-initiez-vous-a-la-statistique-inferentielle
- https://web.stanford.edu/~hastie/ElemStatLearn/
- http://www.xavierdupre.fr/app/mlstatpy/helpsphinx/index.html#mlstatpy
- https://openclassrooms.com/fr/courses/4452741-decouvrez-les-librairies-python-pour-la-data-science/5560976-familiarisez-vous-avec-lecosysteme-python
- https://openclassrooms.com/fr/courses/4449026-initiez-vous-a-lalgebre-relationnelle-avec-le-langage-sql
- https://openclassrooms.com/fr/courses/4011851-initiez-vous-au-machine-learning
- https://www.udemy.com/course/data_science_a_to_z/learn/lecture/21024550#overview
- https://www.udemy.com/course/machine-learning-time-series-forecasting-in-python/learn/lecture/22819363#overview
- https://ocw.mit.edu/resources/res-ll-005-mathematics-of-big-data-and-machine-learning-january-iap-2020/class-videos/index.htm
- https://github.com/jakevdp/PythonDataScienceHandbook
- https://penseeartificielle.fr/tout-pour-bien-demarrer-en-ia/
- http://www.xavierdupre.fr/app/ensae_teaching_cs/helpsphinx/index.html
- https://medium.com/machine-learning-in-practice/my-curated-list-of-ai-and-machine-learning-resources-from-around-the-web-9a97823b8524
- https://github.com/amrrs/For-Data-Science-Beginners
- https://www.kdnuggets.com/2021/03/top-10-python-libraries-2021.html?utm_campaign=General%20INFORMS%20Content&utm_content=160454417&utm_medium=social&utm_source=twitter&hss_channel=tw-24923980