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Welcome to issue 571 of Python Weekly. Let's get straight to the links this week.

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Articles, Tutorials and Talks

Stable Diffusion running locally

Learn how to install Automatic 1111 webUI to run Stable Diffusion locally on your computer. You will also learn how to generate ai image, how to search for settings and ai arty style's, using img2img, inpainting, upscaling and few more functions.

End-to-end Neural Coreference Resolution in spaCy
Coreference resolution is the problem of resolving entities in texts to references such as pronouns. Even if you've never heard of it, it's something we all do constantly every day, and is a key to understanding natural language. We recently added an experimental implementation of an end-to-end neural coreference component to spaCy. This post explains the architecture of our model in detail.

How to Build an Instant Machine Learning Web Application with Streamlit and FastAPI
Learn how to rapidly build your own machine learning web application using Streamlit for your frontend and FastAPI for your microservice.

Reverse Engineering a Cat Feeder to Boost Productivity
After some late-night Amazon'ing I got a PetKit FreshElement Solo, which I turned into a positive reinforcement machine!

Python Type Hints - Lambdas don’t support type hints, but that’s okay
Python has no syntax to add type hints to lambdas, but that doesn’t mean you can’t use them in type-checked code. In this post we’ll look at how Mypy can infer the types for lambdas, based on where they’re used.

PyTorch for Deep Learning & Machine Learning

Learn PyTorch for deep learning in this comprehensive course for beginners.

Python dependency management difficulty is an unhelpful meme
Python package management/installation is famously difficult or so the story goes. This keeps getting reinforced by forum comments, quoting that one xkcd page, and people who aren’t actually running into the issues repeating the meme. In practice, it will take just a few minutes to understand and not end up in a mess.

Pooling In Convolutional Neural Networks
In this article, we explore the whys and the hows behind the fundamental process of pooling in CNN architectures, and then compare two common techniques: max and average pooling.

Accelerating JupyterLab
How JupyterLab is switching to second gear for Version 4.

Decorator shortcuts
When using many decorators in code, there’s a shortcut you can use if you find yourself repeating them. They can be assigned to a variable just like any other Python expression.

How to Track the Rank of Keywords in Google SERPs using Python
In this post, we will learn how to track the rank of pages in google for any keyword using Python. We will create a tool like SEMrush & Ahrefs with coding.

Interesting Projects, Tools and Libraries

InvokeAI
This version of Stable Diffusion features a slick WebGUI, an interactive command-line script that combines text2img and img2img functionality in a "dream bot" style interface, and multiple features and other enhancements.

pdfalyzer
Analyze PDFs. With colors. And Yara.

Awesome-Diffusion-Models
A collection of resources and papers on Diffusion Models.

inline-sql
A simple embedded language for running inline SQL in Python programs.

daily-python-scripts
A repository of python scripts that come in handy in automating day-to-day tasks.

manifest
Prompt programming with FMs.

microblog.pub
A self-hosted, single-user, ActivityPub powered microblog.

GitFive
GitFive is an OSINT tool to investigate GitHub profiles.

farmvibes-ai
Multi-Modal GeoSpatial ML Models for Agriculture and Sustainability.

nerfstudio
A collaboration friendly studio for NeRFs

uxf
Uniform eXchange Format (uxf) is a plain text human readable optionally typed storage format that may serve as a convenient alternative to csv, ini, json, sqlite, toml, xml, or yaml. There is a complete Python implementation available.

Vizier
Python-based research interface for blackbox and hyperparameter optimization, based on Google's internal Vizier Service.

New Releases

Python in Visual Studio Code – October 2022 Release
This release includes the following announcements:

Simplified project setup with new Create Environment command
Include, exclude, and ignore paths can now be provided for Pylance
A new autopep8 extension in preview
Python file cell folding
Tag and parameterize notebook cells
New type checking status button for Pylance
Grace Hopper Conference and Open Source Day participation

Python 3.10.8
Python 3.10.8 is the newest major release of the Python programming language, and it contains many new features and optimizations.

Upcoming Events and Webinars

Virtual: PyLadies Paris Meetup October 2022
There will be following talks

Will PyScript replace Django? - What PyScript is and is not
Learning Loops, Discounting and Software Engineering

Hybrid: PyLadies Berlin Meetup October 2022
There will be following talks

The Future of NLP in Python
What is Contributor Experience?

Python Barcelona Meetup Python Barcelona Meetup
There will be following talks

Smart Shop - Populate your basket with one click
Biohacking with Python

PyData Prague #12
There will be following talks

Machine Translation Usable in Practice, Let's Move to Minuting
A Gentle Introduction to Spatial Data in the Pandas Ecosystem

PyData Amsterdam Meetup October 2022
There will be following talks

Forecasting: a practical overview of methods
Inferring beer quality from spectral chemical data analysis

PyData Berlin Meetup October 2022
There will be following talks

Deploying Transformers at Scale: Addressing Challenges and Increasing Performance
Causal Inference on time series - making sure you can trust your model

PyData Cambridge Meetup October 2022
There will be following talks

The 7 lines of code you need to run faster real-time inference
Making Text-to-Pokemon using Deep Learning

PyData Paris Meetup October 2022
There will be following talks

Probabilistic Programming with CmdStanPy and plotnine
Standardized benchmarks for Federated Learning

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Python Weekly - Issue 570

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