Reproducible molecular simulations with Python
31 min

Reproducible molecular simulations with Python

PyCon - PyCon US 2023
Iván Pulido
python molecular-dynamics simulations scientific-computing openmm machine-learning ai reproducibility computational-chemistry computational-physics
Trying No GIL on Scientific Programming
30 min

Trying No GIL on Scientific Programming

PyCon - PyCon US 2023
Cheuk Ting Ho
python gil scientific-programming data-science performance multithreading cpu-bound sam-gross cpython pca clustering scikit-learn pandas
Testing Spacecraft with Pytest
31 min

Testing Spacecraft with Pytest

PyCon - PyCon US 2023
Dan Craig
pytest python testing mission-critical-software safety-critical-software fixtures hooks generators context-managers threading telemetry-streams
Transforming a Jupyter Notebook into a Reproducible Pipeline for ML Experiments
27 min

Transforming a Jupyter Notebook into a Reproducible Pipeline for ML Experiments

PyCon - PyCon US 2023
Rob de Wit
jupyter-notebooks machine-learning ml-pipelines reproducible-research data-science git dvc experiment-tracking python stable-diffusion
Consistency and Isolation for Python Programmers
25 min

Consistency and Isolation for Python Programmers

PyCon - PyCon US 2023
A. Jesse Jiryu Davis
python database consistency isolation sql mongodb transactions distributed-systems replication concurrency anomalies linearizability
Kill All Mutants! (Intro to Mutation Testing)
30 min

Kill All Mutants! (Intro to Mutation Testing)

PyCon - PyCon US 2023
Dave Aronson
mutation-testing testing software-quality code-coverage test-suites unit-testing python
Start Thinking Small: Next Level Machine Learning with TinyML and Python
32 min

Start Thinking Small: Next Level Machine Learning with TinyML and Python

PyCon - PyCon US 2023
Maria Jose Molina Contreras
tinyml machine-learning python micropython circuitpython embedded-systems microcontrollers predictive-maintenance iot sensors
Working Around the GIL with asyncio
45 min

Working Around the GIL with asyncio

PyCon - PyCon US 2023
Łukasz Langa
python asyncio gil multiprocessing shared-memory concurrency parallelism data-processing performance python-3.11 event-loop
Pythonic Functional (iter)tools for your data challenges
33 min

Pythonic Functional (iter)tools for your data challenges

PyCon - PyCon US 2023
Valerio Maggio
python functional-programming data-science machine-learning itertools functools map-reduce advent-of-code data-processing iterators
Generators, Coroutines, and Nanoservices
27 min

Generators, Coroutines, and Nanoservices

PyCon - PyCon US 2023
Reuven Lerner
python generators coroutines nanoservices iterators concurrency in-process-services software-architecture developer-tooling
Async: Scaling Structured Concurrency with Static and Dynamic Analysis
22 min

Async: Scaling Structured Concurrency with Static and Dynamic Analysis

PyCon - PyCon US 2023
Zac Hatfield-Dodds
asyncio python concurrency structured-concurrency static-analysis dynamic-analysis flake8 ast error-handling
Ergonomic codesigning for the Python ecosystem with Sigstore
29 min

Ergonomic codesigning for the Python ecosystem with Sigstore

PyCon - PyCon US 2023
William Woodruff
python sigstore code-signing cryptography packaging security authentication pgp supply-chain-security