Tutorials — May 12, 2021

	Tutorial 1	Tutorial 2	Tutorial 3	Tutorial 4
03:00PM	Introduction to Decorators: Power Up Your Python Code Geir Arne Hjelle	Functional Python Mike	Magical NumPy with JAX Eric	Hands-On Regular Expressions in Python Trey
05:30PM	Break
07:00PM	A Complete Beginner's Guide to Python by Making Simple Games Al Sweigart	Python Unit Testing with Pytest and Mock Moshe Z.	Dashboards for All Ramon Perez	From Spreadsheets to DataFrames: Escaping Spreadsheet Hell With Python Ryan S. McCoy
09:30PM

Tutorials — May 13, 2021

	Tutorial 1	Tutorial 2	Tutorial 3	Tutorial 4	Sponsor Workshops
03:00PM	Python Packaging Demystified Bernát	(Serious) Time for Time Series Marysia Winkels, Vadim Nelidov	A Hands-On Introduction to Multi-Objective Optimisation Eyal Kazin	Hacking Dask: Diving Into Dask’s Internals James Bourbeau, Julia Signell
05:30PM	Break
06:00PM					Huawei: MindData - Data Pre-processing in MindSpore Eric Zhang
07:00PM	Introduction to Property-Based Testing Zac Hatfield-Dodds	Writing Documentation with Sphinx and reStructuredText Mariatta	Practical Deep Learning for Data Scientists Andrea, Josh	Effective Data Visualization Husni Almoubayyed	Blackfire: Debugging Performance in Python and Django applications Jérôme Vieilledent, Sümer Cip
09:30PM

Talks — May 14, 2021

	Sponsor Workshops	Track 1	Track 2	Track 3	Charlas
03:00PM	Welcome to PyCon!
03:20PM	Keynote - Robert Erdmann
04:15PM	Capital One: Analyze, Govern & Approve Model Training Experiments with Rubicon Mike, Joe, Ryan Soley, Sri	Generate buzz with realtime FM audio synthesis Łukasz Langa	Testing stochastic AI models with Hypothesis Marina Shvartz	Creating extensible workflows with off-label use of Python Benjy Weinberger	El Zen de Python en español Rafael Santos
04:45PM		Narrative-focused video games development with Ren'Py, an open source engine Susan Shu Chang	What we learned from Papermill to operationalize notebooks Alan Yu, Vasu Bhog	From NumPy to PyTorch, A Story of API Compatibility Randall Hunt, Mike Ruberry	GitHub Classroom: Una herramienta simple para la enseñanza de Python LUIS CONEJO
05:05PM	CircleCI: CI/CD 101 with CircleCI, Angel Rivera, Sr. Developer Advocate Angel Rivera
05:15PM		Writing Good Documentation for Developers Meredydd Luff	Reproducible and maintainable data science code with Kedro Yetunde Dada	pyKnit: math tools for knitters Terri	Aprovechando Python y la IA para enfrentar los desafíos del siglo XXI Thomas Chen
05:55PM	Virtual Expo Hall
07:00PM	Break
08:00PM	Microsoft: Deploying your Django application for scale with Microsoft Azure Anthony Shaw	From 3 to 300 fps: NES Emulation in Python and Cython James Murphy	Data Processing on Ray SangBin Cho	Learning python during lockdown: a surprising bonding experience with my child Shemra Rizzo	Cuándo usar extensiones nativas en Rust: rendimiento accesible y seguro Eric Arellano
08:30PM		Zero to production-ready: a best-practices process for Docker packaging Itamar Turner-Trauring	Event-driven applications: Apache Kafka and Python Francesco Tisiot	Scalene: A high-performance, high-precision CPU + GPU + memory profiler for Python Emery Berger	Restauración de imágenes multiespectrales con GAN: generar imágenes nuevas para parchar las corrupta María José Meneses
08:50PM	Elastic: Searchable Django Applications with Elastic App Search Seth Michael Larson
09:00PM		Oops! I Became an Open Source Maintainer! 😱 Mariatta	Patterns of ML Models in Production Simon Mo	Restarting Pyjion, a general purpose JIT for Python- is it worth it? Anthony Shaw	Tracing Distribuido con OpenTelemetry Mauricio Vásquez
09:45PM	Keynote - Saron Yitbarek
10:55PM	Lightning Talks
11:55PM

Talks — May 15, 2021

	Sponsor Workshops	Track 1	Track 2	Track 3	Track 4
01:45PM	Lightning Talks
03:00PM	Keynote - Akshay Sharma
04:00PM	Facebook: Open Source Research at FB: Building Model Evaluation Pipeline + Multi-task Reinforcement Zhiyi Ma, Shagun Sodhani
04:15PM		Packaging Python in 2021 Jeremy Paige	No, Maybe and Close Enough: Using Probabilistic Data Structures in Python Simon Prickett	The magic of "self": How Python inserts "self" into methods. Sebastiaan Zeeff	(Py)Testing the Limits of Machine Learning Rebecca Bilbro, Daniel Sollis, Mark, Patrick Deziel
04:45PM		Python Performance at Scale - Making Python Faster at Instagram Dino Viehland	Dask-SQL: Empowering Pythonistas for Scalable End-to-End Data Engineering and Data Science Adam Breindel	The Road to Pattern Matching in Python Tobias Kohn	Intro to Pydantic, run-time type checking for your dataclasses Alexander Hultnér
04:50PM	Salesforce: Developing a DSL in Python: Snowfakery is a DSL for Large Volume Data Synthesis Paul Prescod
05:15PM		When is an exception not an exception? Using warnings in Python Reuven M. Lerner	More Fun With Hardware and CircuitPython - IoT, Wearables, and more! Nina Zakharenko	Secure Software Supply Chains for Python Dustin Ingram	Static Sites with Sphinx and Markdown Paul Everitt
06:00PM	Virtual Expo Hall
07:00PM	Break
08:00PM	Google: Serverless Application Architecture Charlie Engelke	Using Declarative Configs for Maintainable Reproducible Code Jonathan Striebel	Large Scale Data Validation (with Spark and Dask) Kevin Kho	Protocol: the keystone of type hints Luciano Ramalho	Gradual Typing in Practice Maggie Moss
08:30PM		Your app is async so take advantage of it for development! John Belmonte	Getting an Edge with Network Analysis with Python Alon Nir	What are quantum computers, and how can we train them in Python? Josh Izaac	An Introduction to FastAPI Thomas Jewitt
08:50PM	Slack: Build Slack apps fast in Python Shay DeWael, Alissa Renz
09:00PM		Python: The Next Generation Meg Ray	Statistical Typing: A Runtime Typing System for Data Science and Machine Learning Niels Bantilan	Unexpected Execution: Wild Ways Code Execution can Occur in Python Graham Bleaney, the_storm	Optimizing Data Retrieval with Python Celery Jenna Conn, Hannah Cline
09:45PM	Keynote - Python Steering Council
10:30PM	Python Software Foundation Community Address and Closing - Ewa Jodlowska
11:00PM	PyLadies Auction Finale
11:59PM

Posters — May 16, 2021

	Virtual Expo Hall	Virtual Lounge Rooms
05:00PM	Poster Sessions	Job Fair
07:30PM	Intro to Sprints
09:30PM

Events — May 11, 2021

	Summits
03:00PM	Language Summit
07:15PM

Events — May 12, 2021

	Summits 1	Summits 2
05:00PM	Education Summit
08:00PM	Language Summit Note: due to limitations of our scheduling system the proper end time may not be displayed, the event duration is 4 hours.	Maintainers Summit
10:00PM

Events — May 13, 2021

	Summits 1	Summits 2	Workshops
03:00PM	Typing Summit		Humble Data
05:00PM		Trainers Summit
08:00PM	Maintainers Summit
10:00PM

Events — May 15, 2021

	Workshops
10:00AM	Mentored Sprints - EMEA Friendly Slot
04:00PM	Meet & Greet the PSF D&I Work group
06:00PM

Events — May 16, 2021

	Workshops
12:00AM	Mentored Sprints - APAC Friendly Slot
04:00PM	Mentored Sprints - Americas Friendly Slot
10:00PM