PyCon US Talks & Presentations

PyCon US

Generators, Coroutines and Nanoservices

Explore generators, coroutines, and nanoservices in Python. Learn lesser-known aspects like the "send" method and "yield from" syntax. Discover practical applications and when to use these powerful features in your code.

• YouTube
• 26 minutes
• On-Demand
• Conference Talk

PyCon US

Pythonic Functional - Itertools for Your Data Challenges

Explore Python's functional programming capabilities for data challenges, focusing on itertools, functools, and map-reduce patterns through interactive Advent of Code puzzles.

• YouTube
• 33 minutes
• On-Demand
• Conference Talk

PyCon US

Working Around the GIL with Asyncio

Explore asyncio and shared memory techniques to overcome GIL limitations, enhancing CPU-intensive data processing performance across macOS and Windows Subsystem for Linux.

• YouTube
• 44 minutes
• On-Demand
• Conference Talk

PyCon US

Next Level Machine Learning with TinyML and Python

Explore TinyML: machine learning on microcontrollers. Learn about hardware options, frameworks, and real-world applications in agriculture, health, ecology, and more using Python for embedded systems.

• YouTube
• 32 minutes
• On-Demand
• Conference Talk

PyCon US

Kill All Mutants! - Intro to Mutation Testing

Discover mutation testing to enhance your test suite's effectiveness. Learn its principles, benefits, and implementation across various programming languages.

• YouTube
• 30 minutes
• On-Demand
• Conference Talk

PyCon US

Consistency and Isolation for Python Programmers

Explore database isolation levels and consistency in distributed systems. Understand tradeoffs between anomalies, parallelism, and latency using Python simulations. Make informed decisions for confident database usage.

• YouTube
• 24 minutes
• On-Demand
• Conference Talk

PyCon US

Transforming a Jupyter Notebook into a Reproducible Pipeline for ML Experiments

Learn to transform Jupyter Notebooks into reproducible ML pipelines using Git and DVC. Explore techniques for experiment tracking, modularization, and result comparison in a text2image project with Stable Diffusion.

• YouTube
• 26 minutes
• On-Demand
• Conference Talk

PyCon US

Testing Spacecraft with Pytest

Explore spacecraft software testing using pytest, comparing it to web services and examining real-world examples from Varda Space Industries. Learn about safety-critical systems and verification techniques.

• YouTube
• 30 minutes
• On-Demand
• Conference Talk

PyCon US

Trying No GIL on Scientific Programming

Exploring the potential of no-GIL Python for scientific programming, comparing performance with standard CPython in CPU-intensive tasks like PCA, clustering, and data manipulation using Scikit-learn and Pandas.

• YouTube
• 29 minutes
• On-Demand
• Conference Talk

PyCon US

Reproducible Molecular Simulations with Python

Explore molecular dynamics simulations using Python's scientific ecosystem, focusing on OpenMM and its tools. Learn how AI and machine learning are revolutionizing this field.

• YouTube
• 31 minutes
• On-Demand
• Conference Talk

PyCon US

A Per-Interpreter GIL - Concurrency and Parallelism with Subinterpreters

Explore Python 3.12's new solution for concurrent code and multi-core computing. Learn about per-interpreter GIL and subinterpreters to simplify concurrency and boost performance.

• YouTube
• 30 minutes
• On-Demand
• Conference Talk

PyCon US

Inside Web Framework - Intro to the ASGI Spec, Middleware, and Apps

Explore ASGI specification, create custom apps and middleware, and learn to serve applications using Uvicorn. Gain insights into web framework internals for debugging and optimizing Python web apps.

• YouTube
• 26 minutes
• On-Demand
• Conference Talk

PyCon US

You Can Take It with You - Packaging Your Python Code with Briefcase

Learn how to use Briefcase to convert Python projects into platform-native apps for macOS, Windows, Linux, iOS, Android, and web, enabling distribution to non-Python users and creating standalone applications.

• YouTube
• 31 minutes
• On-Demand
• Conference Talk

PyCon US

Catching Tensor Shape Errors without Running Your Code

Discover how to catch tensor shape mismatches in ML code using shape types and type checking, improving debugging efficiency and code understanding without execution.

• YouTube
• 27 minutes
• On-Demand
• Conference Talk

PyCon US

How Memory Profilers Work

Explore memory profilers in Python: types, allocation patterns, and effective usage for optimizing large-scale applications and diagnosing memory issues.

• YouTube
• 31 minutes
• On-Demand
• Conference Talk