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Mutate Python code and rerun its tests to find changes the suite fails to catch.

Check annotated Python code for type inconsistencies before running it.

Format Python files consistently from the command line or as a repeatable project check.

A browser-based Python notebook environment that runs on hosted compute and can load or share Jupyter notebooks.

Build composable Python command-line interfaces from decorated functions.

Choose Python research and backtesting engines for the task

Work with multidimensional arrays and vectorized numerical operations in Python.

Build machine learning apps in Python

A written Python route from setup to practical topics

Python articles, tutorials and community news

Subdivision modelling with context-sensitive tools and UV mapping

Dimension a sketch, extrude a part and revise its features through the modelling history

Construct solid geometry and inspect the objects stored in an MGED database

Physically based rendering across modelling applications

Develop sketch ideas into subdivision shapes, refined surfaces and product views

Polygon modelling and UV mapping with a linked rendering companion

Turn closed drawing profiles into solids with explicit extrusion and boolean controls

3D modelling and motion graphics with procedural animation

3D building design with connected documentation workflows

Calculate returns, portfolio statistics and allocation weights in Python

Build Python web applications by pairing a small request-and-route core with the extensions your project needs.

Test entry and exit rules against historical price bars

Maintain event-driven Python backtests with the Zipline research model

Develop Python strategies with graphical backtesting and market gateways