~/conference

PyCon US 2022

date:2022-04-27..2022-05-03
location:-- online --
series:PyCon US · 8 editions
tags:[python]
titleauthorlength
WelcomeEmily Morehouse21m
Overview of conference logistics and rules: announces 92 sessions, five tracks on the first two days and four on the last, lists keynote names and schedule…
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Keynote – Łukasz LangaŁukasz Langa42m
Argues that type annotations reveal, not add, complexity and that readable annotations and small refactors make large codebases maintainable; demonstrates…
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Keynote – Sara IssaounSara Issaoun44m
Event Horizon Telescope imaging produces a resolvable ring and measures a 42 microarcsecond shadow, implying a mass of about 6.5 billion suns. The array uses…
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Keynote – Peter WangPeter Wang38m
Announcement of a concrete project: a CPython build targeting WebAssembly that runs PyScript apps entirely client‑side with NumPy Pandas and scikit‑learn via…
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Diversity & Inclusion WorkgroupGeorgi Ker, Lorena Mesa, Anthony Shaw, Reuven M. Lerner20m
Started November 2020 with 20 members, the workgroup documents concrete election problems: 2020 had four board seats and 26 nominees yet all winners are from…
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Keynote - Steering Council PanelPablo Galindo Salgado, Petr Viktorin, Thomas Wouters, Gregory P Smith, Brett Cannon42m
Steering Council reports concrete outcomes: bugs.python.org → GitHub issues completes after a three‑day data move (April 10) with some cleanup remaining; a…
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Keynote – Naomi CederNaomi Ceder37m
Argues that the Python community functions as a gift economy where volunteers give unevenly and benefits circulate messily, warns that burnout and abandoned…
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Keynote - Python Software Foundation UpdateDeb Nicholson14m
PSF runs PyCon with seven staff coordinating volunteers, vendors and hybrid streaming that reports about 600 remote viewers. The foundation maintains a…
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ClosingMariatta25m
Announcements list where to go and what actually happened: sprints in rooms 250 and 251 with coffee and lunch, one‑minute sprint intros for maintainers, and a…
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Lightning Talks - Day 1Sameer Wagh, Cheuk Ting Ho, Łukasz Langa, Seth Michael Larson55m
Five-minute slots report concrete claims and working tools: Devron demos a way to do “data science without data” and is hiring; trustor (Python 3.10 required)…
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Lightning Talks - Day 2 AMJeff Weiss, Jessica David51m
Community outreach course runs with roughly as many volunteers as students, yields final projects like password generators, a Python tutorial cheat sheet…
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Lightning Talks - Day 2 PMChristian Maureia Fredes, Mario Munoz, Georgi Ker, Bence Nagy55m
Short, focused takeaways: concrete tooling and results stand out. Demonstrations include a benchmarking plea with pi performance for uploading real workloads…
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Lightning Talks - Day 3Andrew Knight, Shreya Batra, Patrick Arminio40m
Quick, concrete takeaways: a testing pattern is arrange act assert demonstrated with pytest and requests against the DuckDuckGo instant answer API checking…
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Typing Summit - at PyCon US 2022David Foster, Alfonso Castaño, Jelle Zijlstra, Rebecca Chen03h 04m
Panel of short reports lists concrete features and experiments: ParamSpec/TypeGuard and union-with-vertical-bar land in 3.10, several 3.11 extras…
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A Perfect Match The history, design, implementation, and future of Python's...Brandt Bucher24m
Python 3.10 adds structural pattern matching as a genuine destructuring + control-flow construct rather than a switch, backed by PEPs 622/634/635/636 and a…
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Best Practices for Continuous Integration in Python V02Moshe Zadka28m
CI focus narrows to suggested-patch builds: most CPU time and feedback cycles live there. Claims: evaluate accuracy, actionability, promptness, and cost; use…
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Finding penguins with a snake Linux features for a Python userMario Corchero25m
Concrete demos show how Python calls fork+exec (the subprocess source uses them), how stdio is just a file descriptor under /proc/self/fd, and how buffering…
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Bootstrapping Your Local Python EnvironmentCalvin Hendryx-Parker30m
Clear rules: no sudo, use explicit per-project interpreters, and prefer repeatable installs. Demonstrations show installing multiple Python versions with…
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Handling Timezones in PythonBenjamin "Zags" Zagorsky26m
Claims that naive datetimes cause up to 26 hours of ambiguity and that duration arithmetic must run in UTC; demonstrates actual code recipes using Python 3.9+…
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How to Succeed with Python Across the EnterpriseGreg Compestine26m
Bloomberg claims Python adoption grows to 3,000 engineers after an intern wraps key C++ libraries, enabling cross-application use; a two-person infrastructure…
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Implementing shared functionality using MiddlewareAmit Saha26m
Shows concrete code and interoperable patterns: Flask uses before_request/after_request decorators, Django supports class and function middleware with ordering…
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In house to open source Stitching the past to the futu...Nandita Viswanath, Sagar Aryal26m
A legacy orchestration stack that writes about 50 million data points and must scale to billions gets split: scheduler and orchestration engine are replaced…
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Open Source on Easy ModeJohn Reese26m
Argues for concrete, automatable practices: use pyproject.toml and PEP 621 metadata instead of setup.py, validate version bounds by running tests across ranges…
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Building a binary extensionHenry Fredrick Schreiner III40m
Shows how to produce real binary wheels end-to-end: C++ bindings with pybind11, builds via scikit-build + CMake, packaging with PyPA build and cibuildwheel in…
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Demystifying Python’s Internals: Diving into CPython by implementing...Sebastiaan Zeeff30m
Adds a real pipe operator to CPython by editing grammar and tokens, generating a new AST node in python.asdl, teaching the PEG parser how to emit it, changing…
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Distributed Web Scraping in PythonJosh Weissbock24m
Builds a controller + work and result queues feeding many scraper nodes that use requests + BeautifulSoup + Selenium, proxy rotation, random headers and…
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Building a Python Code CompleterMeredydd Luff27m
Claim: a working Python code completer is simple to build and can be demoed live. Uses Python's ast.parse to replace the cursor with a sentinel, walks the AST…
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Serialization More than picklingJoseph Lucas24m
A concrete comparison of serializers using an ebird API example where a BirdCounter object holds 266 birds and construction takes milliseconds but re-running…
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Shipping Python Extensions in Rust Two Million Times a DayPaul Kehrer, Alex Gaynor26m
pyca/cryptography moves core extension code to Rust using PyO3 and setuptools-rust, lands about seven upstream PRs and several thousand lines to add abi3…
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Bad actors vs our community: detecting software supply chain...Ajinkya Rajput, Ashish Bijlani25m
Claims a large scale vetting system that analyzes millions of PyPI package versions for malware and risky attributes and reports that it finds real incidents…
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Effective Protobuf: Everything You Wanted To Know, But Never Dared To AskLiran Haimovitch28m
A production debugger serializes deep runtime snapshots (customers ask for up to 20 levels deep) into protobufs, faces >100 megabyte messages, and optimizes by…
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Dock Your Jupyter NotebookNir Barazida22m
Builds a Dockerfile from a tensorflow-notebook:latest base, installs Python packages, clones the repo, and pulls data with DVC so experiments run identically…
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Flexible ML Experiment Tracking System for Python Coders with DVC and St...Antoine Toubhans33m
Builds a reproducible Python ML tracking stack that actually wires DVC to Git and Streamlit, trains a TensorFlow cat-vs-dog model on ~3,000 images, and…
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Python Oddities ExplainedTrey Hunner26m
Examples and concrete outcomes decide whether to watch: loop variable ends up as 8 after for x in numbers but a list comprehension leaves x at 0 in Python 3…
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Employing NumPy's NPY Format for Faster Than Parquet DataFrame...Christopher Ariza28m
Claims that NPY/NPZ with JSON metadata and StaticFrame outperform Parquet with concrete numbers: writing a 10k×10k float frame drops from about 10.5s to 1.42s…
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Hooking into the import systemFred Phillips23m
Explains a concrete import-hook system used at Bloomberg that blocks imports like socket via a custom finder, loads modules from a database with a…
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Learn Python Like a 12 Year OldKelly Schuster-Paredes, Sean Tibor27m
Shows concrete results: an iterative curriculum run 50+ course iterations with 1,000+ students, concrete hacks like chunking with Pomodoro 20/5 and sensory…
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Making Python better one error message at a timePablo Galindo Salgado26m
The project ships concrete improvements: Python 3.10 adds dozens of clearer syntax messages (missing colon, missing comma, unclosed brackets) and runtime…
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How to change Python (while it's running)Olivier Breuleux30m
Live development of a running Python process by swapping function code objects is practical and implemented as Jurigged which watches files (watchdog)…
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Intro to IntrospectionJeremiah Paige23m
Claims that Python has ~70 built-in introspection helpers and that about 15 get used here to reconstruct what help prints, showing where names, docs and files…
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Software Development for Machine Learning in PythonPablo Alcain37m
Uses the iris example with pandas and scikit-learn to build a tiny end-to-end pipeline, persists the classifier with pickle, refactors into Model and Dataset…
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Why Authorization is HardSam Scott29m
Authorization splits into modeling enforcement and architecture and the concrete choices decide whether to watch: practical claim — apps need to answer “can…
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Programming Your Way up a Skyscraper Python in the Built WorldTadeh Hakopian30m
Python automates BIM workflows by running a Dynamo python node (IronPython/CPython) to spawn geometry and write into Revit, turning a few lines of code into a…
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Writing Functional Code in PythonVic Kumar29m
Claims that Python can be written in a functional style and shows concrete tools and results: uses recursion and itertools.reduce to remove mutation, publishes…
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Writing performant code for modern Python interpretersKevin Modzelewski32m
Modern interpreters like piston reduce interpretation overhead and apply JITs, and experiments show global lookups become much faster when globals aren’t…
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Python for Threat IntelligenceAaron Stephens23m
Describes concrete results: analysts at mandiant build Python tools to collect and model hundreds of investigations into a graph, automatically create nodes…
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Fast and reproducible tests, packaging, and deploys with...Christopher Neugebauer29m
Claims that Pantsbuild makes tests packaging and deploys fast and reliable by running every step inside hermetic environments that isolate process…
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Open Source, Python Based Tools For Data PrivacyCillian Kieran29m
Claim: embed privacy into the SDLC using open source Python tools called Fides. The demo shows automated scans of AWS and databases, YAML data-set generation…
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Better Air, Better Health Creating an indoor air quality...Maria Jose Molina Contreras29m
A home system that actually measures CO2, temperature and humidity (particles are planned) uses recycled microcontrollers then settles on a Raspberry Pi 4…
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Animating NFL play by play data using matplotlib's FuncAnimation()Miranda Auhl25m
Uses 2018 NFL play‑by‑play RFID data at 0.1‑second RFID tracking resolution to animate player and ball x/y coordinates with FuncAnimation and matplotlib. Shows…
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Understanding attributes (Or: They're not nearly as boring as you think!)Reuven M. Lerner38m
Explains exactly what the dot does and why attributes drive Python behavior with concrete examples: variables vs object attributes, a population counter moved…
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What to Do When the Bug Is in Someone Else's CodePaul Ganssle31m
Fix upstream is gold standard: submit a patch, it often merges within days and ships (example: fixed for pandas 1.1.4). When waiting, use wrapper functions or…
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When to refactor your code into generators and howJan-Hein Bührman27m
Claim: factor the data-producing core out of similar loops into a single generator and compose behavior with iterator tools; concrete result is a reusable…
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Why I reimplemented Trio in a game engineDaniel Pope26m
Reimplemented Trio-style structured concurrency inside the Wasabi2D game engine and actually ships games using it, claiming it simplifies game logic by making…
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Build-a-Database with PythonSangarshanan24m
Builds a small working database in Python that actually persists and answers queries using a simple SQL-like grammar and a Prompt toolkit REPL for input output…
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Comparing the Different Ways to Scale Python and Pandas CodeKevin Kho, Han Wang31m
Fugue provides a concrete bridge: the transform() function runs a single Python/Pandas function on Pandas Spark or Dask by swapping an engine, and a benchmark…
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D&D and G a daring tale of Dungeons and Dragons and also GraphMohammad Athar23m
Story framing converts mazes, maps and social networks into explicit graphs and walks through eight named algorithms — BFS vs DFS, Dijkstra path lengths…
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Let's talk about JWTJessica Temporal23m
Explains the actual JWT bits: RFC 7519 and JOSE, three-part string with base64url header payload signature, common algorithms like HS256 secret reuse versus…
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Leveraging a custom CPython data model for high performance...Richard Taggart22m
Build claim: a custom read-only binary Design Data (DD) graph stores topology and derived metrics so engineers load and query entire designs. Implementation…
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Managing the Test Data NightmareAndrew Knight29m
Good data for testing can be a nightmare to manage. Sometimes, teams don’t have much control over the data in their systems under test—it’s just dropped in…
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Harvest the power of the GPU for awesome special effectsPaul Vincent Craven26m
Shows how to offload rendering and computation to the GPU using Arcade library and shadertoy.com style GLSL shaders, with concrete numbers: >40,000 bodies in…
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If an asyncio Task fails in the woods and nobody is around to see it, does i....Jason Fried28m
Production asyncio code at a large site with hundreds of backend services yields concrete mistakes: asyncio.run is the right bootstrap, nested event loops (you…
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Improving App Performance with SnapshotsJuan Gonzalez24m
Claim: an open source library named snapshot-queries captures every ORM query, the triggering Python line and full stack trace, groups similar queries to…
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Sculpting Data for Machine Learning V02Jigyasa Grover, Rishabh Misra28m
Three curated datasets are released on Daggle: an e‑commerce size/feedback set (userID, productID, size, fit, measurements), a sarcasm corpus combined from The…
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How We Migrated 3.8 Million Lines of Python 2 Without Interrupting Deve...Benjamin Bariteau27m
Yelp migrates 3.8 million lines from Python 2 to 3 with no development stoppage by using concrete steps: parseability (two weeks), importability (two months)…
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Actionable insights vs ranking How to use and how NOT to use code quality metricsReka, Ben28m
Shows concrete metrics, Python code snippets, and calculations for function length, cyclomatic and cognitive complexity, and a working memory score so you can…
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Testing Machine Learning ModelsCarlos Kidman31m
Claims concrete outcomes: a model shows 95% training accuracy and 76% validation accuracy (overfitting), behavioral testing produces twice as many tests and…
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Making Data Classes Work for YouBruce Eckel29m
Starts from a concrete problem (an int constrained to 1–10) and shows code that enforces validity by building a small immutable type OneToTen using dataclasses…
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Observability driven developmentBianca Rosa31m
Clear claim: add observability from day one so production bugs are debuggable. Concrete tools and practices: instrument a Flask todo app with new relic, emit…
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How we standardized editable installs PEP 660 vs PEP 662Bernát Gábor29m
PEP-660 wins: editable installs become a formalized API that pushes most work to build back-ends via new methods so back-ends produce the artifacts an…
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Why Should Async Get All The Love Advanced Control Flow With ThreadsA. Jesse Jiryu Davis28m
Claim: threads match or beat async for throughput and work with existing frameworks like Flask and requests while async wins on memory for huge idle connection…
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Write faster Python! Common performance anti patternsAnthony Shaw30m
Starts with how to setup a sampler profiler (Austin/Scalene) and benchmark realistic inputs; then shows concrete refactors: hoist loop‑invariant expressions…
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Getting Started with Statically Typed Programming in Python 3.10Peacock29m
Practical primer that shows actual code and compatibility moves: annotation syntax for arguments and returns, concrete examples of lists, tuples, Mapping and…
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How to Make Your Python Jupyter Notebook Standalone an...Francesco Murdaca, Maya Costantini26m
Claims that Thoth JupyterLab extension locks full dependency graph into notebook metadata and returns a fully pinned software stack, including hashes, OS…
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Speed Up Data Access with PyArrow Apache Arrow Data is the new APIDeepak K Gupta25m
Apache Arrow provides a language‑independent columnar memory format and PyArrow shows concrete wins: CSV read via pandas 1.7s versus PyArrow 129ms plus 65ms to…
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GraphQL The Devil's APIRyan Kuhl37m
Naive GraphQL resolvers cause massive DB round trips; a demo shows a simple three-model query going from ~1.05s to ~0.4s after batching, while a different…
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Pyodide: A Python distribution for the browserRoman Yurchak, Hood Chatham41m
Pyodide ports CPython 3.9 to WebAssembly so Python runs in the browser and Node.js, bundles a rich JavaScript↔Python FFI, and compiles popular binary…
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Securing Code with the Python Type SystemGraham Bleaney, Pradeep Kumar Srinivasan28m
Uses concrete defenses: a new PEP 675 literal string type rejects unsafe f‑strings for SQL, simple runtime type validation auto‑rejects malformed JSON…
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Securing the Open Source Software Supply ChainDustin Ingram30m
Asserts open source is usable but needs concrete controls and shows real tools, not just theory: use pip audit to find and auto-fix known vulnerabilities…
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The Model Review: improving transparency, reproducibility, & knowledge sharing...Jes Ford27m
A concrete process is proposed: require a model review before deploy, share a link to an MLflow run, and hold a 30-minute review meeting where reviewers…
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Write Docs Devs Love: Ten Tips To Level Up Your Tech WritingMason Egger27m
Ten concrete moves: a numbered set of 10 actionable tips (plus a bonus), aim for a low reading level (he says third grade), and test in a fresh environment…
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Productionize Research Oriented Code By PythonTetsuya Jesse Hirata28m
Concrete pipeline and tooling not buzzwords: a worked example converts an item response two‑parameter logistic implementation into a web API, with four steps —…
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Will it Blend? Writing A Custom Constraint Solver for Blender with CythonMaryanne Wachter26m
A custom Cython-based constraint solver called pymaxian integrates with Blender as an add-on and achieves near-instant convergence for thousands of constraints…
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Who Said Wrangling Geospatial Data at Scale was Easy?Brendan Collins26m
Shows concrete pipelines: converting Census shapefiles into partitioned Parquet with census_parquet and Dask‑GeoPandas for scale, using STAC/stack to pull…
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VigNET: An intelligent camera app that assists you...Padmaja Bhagwat, Manisha R28m
An end-to-end Visual Question Answering app for people with visual impairment that uses Vision Language Transformer (ViLT) fine-tuned on VQA v2 (120k+ images…
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Uniting Spanish‑Speaking Py CommunitiesCristián Maureira-Fredes, Denny Perez24m
A Spanish-language Python community hub centralizes resources to lower language barriers by operating a renamed Telegram group (9,000 members), a Discord…
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AyudaPy org: From Weekend Project to Civic MovementMarcelo Elizeche Landó34m
AyudaPy.org describes how a weekend Python experiment evolved into a national relief platform built with Python, Django, PostGIS and OpenStreetMap; it was…
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Shape Recognition with Computer VisionAlison Orellana-Rios22m
The talk explains a concrete OpenCV-in-Python pipeline for shape recognition: image acquisition, preprocessing (grayscale and Gaussian blur), Canny edge…
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Educational Software: What Is It and How Is It Made?Débora Azevedo28m
A bilingual literacy app for deaf children pairing Brazilian Sign Language and written Portuguese is presented, built in Unity and released open-source. The…
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Exploratory Analysis of Open Data to Strengthen ...Ana Cecília Vieira31m
Uses Pandas and Matplotlib inside Google Colab to process Brazil’s Chamber of Deputies open data, building an n-gram vocabulary and training a Random Forest…
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Reactive Programming: Navigating Asynchrony with RxPyAndres Pineda34m
Introduces RxPy 4.0 as the ReactiveX implementation for Python 3 and shows concrete code: creating observables, using operators like map and filter (example…
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Nixtla: Deep Learning for Forecasting...Kin Gutierrez Olivares, Federico Garza Ramirez28m
Nixtla presents neuralforecast, a PyTorch library with datasets, evaluation tools and ready models (ESRNN and N-BEATS variants). It reproduces the M4-winning…
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Match Case for BeginnersAriel Ortiz42m
Introduces Python 3.10 structural pattern matching (match/case) and demonstrates using it with guards, sequence and starred patterns, and a tuple-of-remainders…
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Strategies for Working with Data as It GrowsMarco Carranza31m
Practical techniques to reduce memory and handle growing datasets using Python tools are presented. It covers concrete memory-saving transformations (type…
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Python + VPS JupyterHub/Notebook...Sofía Martin, Ariel Ramos, Liliana Hurtado, Enzo Juárez29m
Describes deploying a VPS-hosted JupyterHub/Jupyter Notebook environment so teachers can give students immediate, no-local-install access. Uses ordinary Python…
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I Dance with Your Shadow: Patch, Stub, MockMaría Andrea Vignau27m
Shows concrete Python testing techniques: how to patch the import location to replace objects in the runtime namespace, when to prefer dependency injection…
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From Zero to 200 OK in 30 Minutes: Web Development with Django, Heroku...Luis Conejo30m
Shows how to build a working Django prototype (SQL model, admin, HTML templates, automated tests) and deploy it to Heroku using only free tiers. Demonstrates a…
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Reducing Bias in Artificial Intelligence...Laura Gutiérrez Funderburk30m
Reproduces a concrete example using a public diabetes patient dataset and a Python script that uses pandas and matplotlib to explore bias. Trains a logistic…
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Dear Diary: How to Release Official Data from Brazilian Cities with Py...Renne Rocha28m
A project ingests official municipal gazettes from Brazil’s ~5,570 cities, uses OCR to convert PDF notices, Scrapy spiders (about 2,400 written) to extract…
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Map Algebra in PythonNicole Franco Leon17m
Shows how to work with ArcPy in Python: installing ArcPy, calling geoprocessing tools, and running a 500-meter buffer on a river. Demonstrates classifying…
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Localize your open source documentation: a Kubernetes case studyZachary Sarah Corleissen26m
Kubernetes documentation scales localization from zero to eleven localizations in six months by using concrete tools and rules: Hugo + Netlify + Python scripts…
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Goodbye, "Hello, World." Hello, Functional FastAPI Web App!Mario Munoz03h 02m
Builds a usable FastAPI app from a sketch to a working service: explicit config via an .env and pedantic settings factory, async DB connection with beanie over…
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Network Analysis Made SimpleEric J. Ma02h 47m
Hands-on tutorial that actually shows code and results: builds reproducible notebooks with networkx and nxvis, loads real datasets (a 29‑node seventh‑grade…
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A Pythonista's Introductory Guide to Web AssemblyAriel Ortiz02h 47m
Explains concrete results and tools: piodide runs CPython compiled to Wasm in the browser, uses emscripten/LLVM and runtimes like wasm3 and wasmer for Python…
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Introduction to Property Based TestingZac Hatfield-Dodds01h 24m
Property‑based testing claims that specifying invariants rather than cases uncovers real edge‑case failures: Hypothesis drives generation (default ~100…
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Python Types for Fun and ProfitPradeep Kumar Srinivasan, Jia Chen, Shannon Zhu03h 38m
Claims that static typing catches bugs early and scales to real codebases, and the session shows how with pyre plus inference and MonkeyType you can annotate…
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Documenting your code from docstrings to automated buildsJacob Deppen02h 59m
Shows a concrete workflow: write docstrings and type hints, render API with Sphinx + extensions (autodoc, napoleon, viewcode), author guides and runnable…
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Knowledge graph data modelling with TerminusDBCheuk Ting Ho02h 27m
Hands‑on workshop that turns two CSVs into a working knowledge graph in TerminusDB: build a schema (Employee document, Address subdocument, Team enum), load…
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Getting started with Object-Oriented Programming through Signal...Francesco Bruni03h 14m
Tutorial uses signal processing to teach OOP by actually building classes and running code: creates Signal and Wave classes with amplitude frequency and…
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Distributed Python with Ray Hands on with the Ray Core APIsJules S. Damji02h 51m
The session demonstrates concrete Ray Core use: writing remote functions and actors to build a working parameter server (3 workers, updates over ~20 epochs)…
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(Professionally) Coding with OthersWilliam Morrell26m
Practical checklist for collaboration with concrete commands and tools rather than high-level fluff: coverage includes README and contributor guidelines and…
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Awesome Modern Web Testing with PlaywrightAndrew Knight03h 15m
Builds a Python test automation project from scratch that automates a DuckDuckGo search using Playwright and pytest, showing installation (pip install…
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