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Articles, Tutorials and Talks

FastAPI for Machine Learning

The conversation goes over what Fast API is, how Sebastián built it, what the next big problems to tackle in ML are, and how to focus on adding value where you can.

You Should Compile Your Python And Here’s Why
Write Python that’s faster than C by optimizing your code, adding standard type annotations, and using Mypyc.

How the Cinder JIT’s function inliner helps us optimize Instagram
This post focuses on Cinder's JIT compiler and its new function inliner and how it helps us speed up our production application on Instagram.

REPL Python programming and debugging with IPython
The flows I use for exploratory programming using a REPL and their advantages.

Fast Analysis with DuckDB + Pyarrow
Trying out some new speedy tools for data analysis.

Creating Confidence Intervals for Machine Learning Classifiers
Confidence intervals around accuracy measurements can greatly enhance the communication of research results as well as impact the reviewing process. This article outlines different methods for creating confidence intervals for machine learning models.

When Python can’t thread: a deep-dive into the GIL’s impact
Python’s Global Interpreter Lock (GIL) stops threads from running in parallel or concurrently. Learn how to determine the impact of the GIL on your code.

Compact word vectors with Bloom embeddings
An introduction to the compact word vectors with Bloom embeddings used in Thinc, spaCy and floret.

Trickery to Tame Big WebAssembly Binaries
Some of the hacks to reduce cold-start issues with large WebAssembly modules.

8 Visualizations with Python to Handle Multiple Time-Series Data
Visualization ideas to avoid overlapping lines in the multiple time-series plot.

robocadey: Shitposting as a Service

Dunder Methods in Python: The Ugliest Awesome Sauce

Functions That Return Functions

Interesting Projects, Tools and Libraries

PyScript
PyScript is a framework that allows users to create rich Python applications in the browser using a mix of Python with standard HTML. PyScript aims to give users a first-class programming language that has consistent styling rules, is more expressive, and is easier to learn.

DALLE2-pytorch
Implementation of DALL-E 2, OpenAI's updated text-to-image synthesis neural network, in PyTorch.

pythondocs.xyz
Live search for Python documentation

PostgresML
PostgresML is an end-to-end machine learning system. It enables you to train models and make online predictions using only SQL, without your data ever leaving your favorite database.

PyNotify
A Python asyncio interface to the Linux inotify API.

surgeon-pytorch
A library to inspect itermediate layers of PyTorch models.

EasyNLP
A Comprehensive and Easy-to-use NLP Toolkit.

Seer
Seer is a tool that recognizes the architecture of a binary file.

madbg
A fully-featured remote debugger for Python.

Datasette Lite
Datasette Lite is a new way to run Datasette: entirely in a browser, taking advantage of the incredible Pyodide project which provides Python compiled to WebAssembly plus a whole suite of useful extras.

Upcoming Events and Webinars

Cleveland Python Meetup May 2022
There will be a talk, Django - Useful tools and Patterns.

Hybrid: IndyPy Celebrates 15 Years on May 10
There will be a panel discussion about the importance and future of the Python community and Python meetups.

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Python Weekly - Issue 547

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