Python

Awesome Python: a curated list of Python stuff.

Python IDEs

• VSCode + Python extension.
• PyCharm by Jetbrains.
• Spyder: a free and open source scientific environment for Python.
• Jupyter Lab: a highly extensible, feature-rich notebook authoring application and editing environment.

JupyterLab themes

• dunovank/jupyter-themes : pip install jupyterthemes
• johnnybarrels/jupyterlab_onedarkpro : jupyter labextension install jupyterlab_onedarkpro

Run Python Notebooks online

• Google Colab: an online jupyter notebook platform for machine learning.
• Binder: make online (e.g., GitHub repo) notebooks executable.

Package Manager for Python

• Anaconda Python: a full set of scientific Python packages with the conda package manager.
    - conda-forge/miniforge : minimal installation with conda and mamba package managers and the conda-forge community packages.
    - micromamba: micromamba is a tiny version of the mamba package manager.
    - prefix-dev/pixi: pixi is a cross-platform, multi-language package manager similar to conda, but is blazing fast and written in Rust.
• pipenv: the official dependency management tool for Python packages.
• Poetry: Python packaging and dependency management.
• pdm: A modern Python package manager with PEP 582 support.
• uv: uv is a drop-in replacement for pip, an extremely fast Python package and project manager written in Rust.

Machine learning

Gradient boosters

Wikipedia: Gradient boosting

• XGBoost
• LightGBM
• Catboost

Hyperparameter optimization

Wikipedia: Hyperparameter optimization

• hyperopt
• ray-tune
• optuna

Scientific machine learning

• lululxvi/deepxde : deep learning and differential equations.
• google/jax : Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more.

Python tutorials

• Learn Python in Y minutes
• Python cheatsheet
• Automate the Boring Stuff with Python
• Python Course Europe
• A Byte of Python
• Think Python: How to think like a Computer Scientist
• Project Python
• IPython cookbook
• The Hitchhiker’s Guide to Python
• Cracking Python bootcamp
• Replacing bash scripts with Python

Visualization Tutorials

• Python Graph Gallery
• Matplotlib official examples
• Seaborn with examples.
• Top 50 matplotlib plots
• Matplotlib, Seaborn, and Plotly tutorial

Scientific Python Tutorials

• Python Course | Numerical programming
• QuantEcon Python
• Scipy Lecture Notes
• SciPy Cookbook
• Elegant scipy
• Python Data Science Handbook
• Numpy Tutorial part1. Part2

Data Processing and Machine learning

• Python Pandas Data Frame Basics
• 30 Essential Data Science, Machine Learning & Deep Learning Cheat Sheets
• Machine Learning Plus
• MIT deep learning

Comments