Skynet 101: How to Keep Your Machine Learning Code From Getting Away From You
27 min

Skynet 101: How to Keep Your Machine Learning Code From Getting Away From You

PyCon - PyCon US 2023
Elizabeth Johnson
machine-learning python test-driven-development tdd data-analysis data-cleaning scikit-learn pandas jupyter-notebooks pytest recommendation-engines
Using Python to Help the Unhoused
21 min

Using Python to Help the Unhoused

PyCon - PyCon US 2023
Josh Weissbock Sheila Flood
python ngo-tools data-visualization web-dashboard social-media-analysis resource-allocation volunteer-tech community-projects
Getting Around the GIL: Parallelizing Python for Better Performance
31 min

Getting Around the GIL: Parallelizing Python for Better Performance

PyCon - PyCon US 2023
Alireza Farhidzadeh
python gil parallelization performance multiprocessing threading data-science cpu-bound concurrency multithreading
Robyn: An Async Python Web Framework with a Rust Runtime
25 min

Robyn: An Async Python Web Framework with a Rust Runtime

PyCon - PyCon US 2023
Sanskar Jethi
python rust web-framework async performance api-development community-building robyn
What's Old is New Again: Using Python's Import Machinery to Handle API Deprecations
32 min

What's Old is New Again: Using Python's Import Machinery to Handle API Deprecations

PyCon - PyCon US 2023
Ludovico Bianchi
python api-deprecation importlib python-internals backward-compatibility module-relocation package-maintenance codebase-restructuring
Too Big for DAG Factories?
30 min

Too Big for DAG Factories?

PyCon - PyCon US 2023
Calvin Hendryx-Parker
apache-airflow python dag-factories workflow-orchestration etl big-data ci-cd data-pipelines scheduling automation
Vectorize all the things! Using linear algebra and NumPy to make your Python code lightning fast.
29 min

Vectorize all the things! Using linear algebra and NumPy to make your Python code lightning fast.

PyCon - PyCon US 2023
Jodie Burchell
python numpy linear-algebra performance vectorization algorithms scientific-computing data-analysis
The Lost Art of Diagrams: Making Complex Ideas Easy to See with Python
28 min

The Lost Art of Diagrams: Making Complex Ideas Easy to See with Python

PyCon - PyCon US 2023
Tadeh Hakopian
python diagrams technical-communication visualization project-architecture documentation visual-content software-development
The Creative Art of Algorithmic Embroidery
24 min

The Creative Art of Algorithmic Embroidery

PyCon - PyCon US 2023
Marie Roald Yngve Mardal Moe
python creative-coding generative-art algorithmic-embroidery turtle-library recursion randomness computer-art textile-art pattern-generation
It Might Look Normal But This Distribution Will Ruin Your Stats
29 min

It Might Look Normal But This Distribution Will Ruin Your Stats

PyCon - PyCon US 2023
Allan Campopiano
python statistics data-science robust-statistics data-analysis hypothesis-testing statistical-modeling data-visualization numpy pandas deepnote
So Much Depends Upon... Your Python App's Dependencies
31 min

So Much Depends Upon... Your Python App's Dependencies

PyCon - PyCon US 2023
Mario Munoz
python dependency-management pdm packaging software-development project-management security predictability
Oh no! My regex is causing a Denial of Service! What can I do about it?
31 min

Oh no! My regex is causing a Denial of Service! What can I do about it?

PyCon - PyCon US 2023
Guillaume Dequenne Quazi Nafiul Islam
regex regular-expressions redos denial-of-service performance-optimization static-analysis python backtracking