2024-11-25

Annotations

• Drawing arrows for matplotlib made easy

Audio recognition

• Amphion: An Open-Source Audio, Music, and Speech Generation Toolkit
• Moonshine: Fast and accurate automatic speech recognition (ASR) for edge devices

Bayesian methods

• Kalmangrad: automated, smooth, n-th order derivatives of non-uniformly sampled time series data

Colors

• Transforming colors with matrices

Data, Art & Science

• 1 dataset 100 visualizations
• DataMorph: morph an input dataset of 2D points into select shapes while preserving the summary statistics

Database

• 15+ companies using duckdb in production: a comprehensive guide
• A Beginner's Guide to DuckDB's Python Client
• DuckDB in Python in the Browser with Pyodide, PyScript and JupyterLite
• Ducklake: A journey to integrate DuckDB with Unity Catalog

Dataset

• Data Commons: aggregates global, open data, uncovering insights with natural language questions
• Foursquare Places OS Data Schemas
• Open-Meteo: Free Weather Forecast API for non-commercial use

Docker

• Reduce your load on PyPI by improving your Dockerfile

Documentation

• mkdocs-charts-plugin: mkdocs plugin to add plots from data using vegalite

EDA

• Data Formulator: Create Rich Visualizations with AI

Git and versioning

• Tracing the evolution of a Python function with git log

Interactive visualizations

• Quibbler: a toolset for building highly interactive, yet reproducible data analysis

Knowledge Management

• A Single Text File Is My Productivity Hack
• How to Use AI to Build Your Company’s Collective Intelligence
• My Simple Knowledge Management and Time Tracking System
• jrnl: a simple journal application for the command line

Large Language Models (LLM)

• A RAG from scratch to query the scikit-learn documentation
• Beyond Traditional Testing: Addressing the Challenges of Non-Deterministic Software
• ChainLit: Build Conversational AI in minutes
• DataChain: AI-data warehouse to enrich, transform and analyze unstructured data
• Docling: parse documents and export them to the desired format with ease and speed
• Introduction to Large Language Models
• JIT Implementation: A Python Library That Implements Your Code at Runtime
• Large Chainsaw Model
• Model2Vec: Distill a Small Fast Model from any Sentence Transformer
• Official code repo for the O'Reilly Book "Hands-On Large Language Models"
• Open Source Frameworks for Building Generative AI Applications
• Posting: the modern API client that lives in your terminal
• Simplemind: Python client for AI providers
• el: a language model programming library

Mathematics

• Counterintuitive Properties of High Dimensional Space
• Techniques and numbers for estimating system's performance from first-principles
• The Deceptively Asymmetric Unit Sphere

Methodology

• Psychological Safety vs. High Standards: A Misunderstood Dynamic

Misc utils

• wigglystuff: a collection of creative AnyWidgets for Python notebook environments

Natural Language Processing (NLP)

• BERTrend: Neural Topic Modeling for Emerging Trends Detection
• NLP Course

Resampling

• Efficient random sampling via linear interpolation

SQL

• SQLModel: a library for interacting with SQL databases from Python code, with Python objects
• Sampling with SQL

Services

• DIY personalization for Amazon Q Developer

Standard library

• Stream-like manipulation of Python iterables

Teaching

• Latex To

Technical writing

• Blog Writing for Developers
• Material Design Writing Principles

Tools

• Trilogy Python Semantic Layers

Tools

• Panel Graphic Walker: a simple way to explore your data through a Tableau-like interface directly in your Panel data applications

Utils

• Our cloud-exit savings will now top ten million over five years
• Programmatic AWS Action List

Web App Framework

• PuePy: PyScript Frontend Framework