PythonHub Logo Python Hub Weekly Digest for 2023-11-12

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๐Ÿ’– Most Popular

Bring AI to your favourite database! Integrate, train and manage any AI models and APIs directly with your database and your data.

Analyzing Data 170,000x Faster with Python
In this post, we will go through a journey of profiling and iteratively speeding up the code, in Python.

Generate images in one second on your Mac using a latent consistency model
Latent consistency models (LCMs) are based on Stable Diffusion, but they can generate images much faster, needing only 4 to 8 steps for a good image (compared to 25 to 50 steps). By running an LCM on your M1 or M2 Mac you can generate 512x512 images at a rate of one per second.

Esmerald is a modern, powerful, flexible, high performant, web framework designed to build not only APIs but also full scalable applications from the smallest to enterprise level.

Algorithmic Trading โ€“ Machine Learning & Quant Strategies Course with Python
This course covers three advanced trading strategies. First, it focuses on Unsupervised Learning with S&P 500 data, followed by a Twitter Sentiment Investing Strategy for NASDAQ stocks, and an Intraday Strategy using the GARCH model and technical indicators to identify daily and intraday trading signals, enriching your financial skill set.

๐Ÿ“– Articles

dataelement / bisheng
Bisheng is an open LLM devops platform for next generation AI applications.

huggingface / pytorch-image-models
PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNet-V3/V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more

eosphoros-ai / DB-GPT
Revolutionizing Database Interactions with Private LLM Technology

How to Benchmark a Python Program
You can benchmark a Python program using the time.perf_counter() function, with the timeit module, ...

Mastering API Testing with FastAPI: Databases, Dependencies, and More!
This tutorial will guide you through API testing using FastAPI, complete with a full code example. Use this as a template for testing your own APIs!

Do not use requirements.txt
This post discusses the limitations of using requirements.txt for package management in Python projects. The author suggests using Poetry instead, which is a package manager that simplifies dependency management and provides additional features such as virtual environments and lock files.

hiyouga / LLaMA-Factory
Easy-to-use LLM fine-tuning framework (LLaMA-2, BLOOM, Falcon, Baichuan, Qwen, ChatGLM3)

Show HN: Jeeves โ€“ A Pythonic Alternative to GNU Make

Why is the Django Admin โ€œUglyโ€?
This article discusses why the Django admin is not designed to be beautiful. It discusses the history of the Django admin and the reasons why it was designed the way it is. Some of the important points are that the Django admin is intended for internal use and not intended for building an entire front end around.

Build ChatGPT-like Apps with AI
If you're interested in the practical applications of AI and Large Language Models (LLMs), you'll find value in this talk and live demo. The presentation goes beyond theory to include real-world examples and best practices, including a GitHub repository packed with Python code and ChatGPT-like app examples that will help you spin up your own app.

From Chaos to Cohesion: Architecting Your Own Monorepo
Build a simple monorepo using GitHub Actions as a CI/CD tool.

Python Hub Weekly Digest for 2023-11-05

โš™๏ธ Projects

A cross-domain diffusion model for 3D reconstruction from a single image.

De4py are an Advanced python deobfuscator with a beautiful UI and a set of Advanced features that enables malware analysts and reverse engineers to deobfuscate python files and more.

lea is a minimalist alternative to tools like dbt, SQLMesh, and Google's Dataform.

An Autonomous LLM Agent for Complex Task Solving.

A code generation tool to help you build cloud backend services.



CI/CD Security Analyzer.

๐Ÿ‘พ Reddits

Why was the "lambda" keyword added for anonymous functions?

Any famous game developed using Python?

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