Andrea Palazzi

tuning_playbook. A playbook for systematically maximizing the performance of deep learning models.

vulture. Find dead Python code

labelImg. LabelImg is now part of the Label Studio community. The popular image annotation tool created by Tzutalin is no longer actively being developed, but you can check out Label Studio, the open source data labeling tool for images, text, hypertext, audio, video and time-series data.

best_AI_papers_2022. A curated list of the latest breakthroughs in AI (in 2022) by release date with a clear video explanation, link to a more in-depth article, and code.

hypothesis. The property-based testing library for Python

loguru. Python logging made (stupidly) simple

rocketry. Modern scheduling library for Python

fastdup. fastdup is a powerful, free tool designed to rapidly generate valuable insights from image and video datasets. It helps enhance the quality of both images and labels, while significantly reducing data operation costs, all with unmatched scalability.

kangas. 🦘 Explore multimedia datasets at scale

dagster. An orchestration platform for the development, production, and observation of data assets.

mage-ai. 🧙 Build, run, and manage data pipelines for integrating and transforming data.

instant-ngp. Instant neural graphics primitives: lightning fast NeRF and more

diffusers. 🤗 Diffusers: State-of-the-art diffusion models for image, video, and audio generation in PyTorch.

stable-diffusion. A latent text-to-image diffusion model

milvus. Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search

reorder-python-imports. Rewrites source to reorder python imports

schedule. Python job scheduling for humans.

pendulum. Python datetimes made easy

dirty-equals. Doing dirty (but extremely useful) things with equals.

remarkable-splashscreens. Multiple splash screens for the reMarkable tablet

pydantic. Data validation using Python type hints

soda-core. Data Contracts engine for the modern data stack. https://www.soda.io

grafana. The open and composable observability and data visualization platform. Visualize metrics, logs, and traces from multiple sources like Prometheus, Loki, Elasticsearch, InfluxDB, Postgres and many more.

dateutil. Useful extensions to the standard Python datetime features

scaleapi-python-client. The official Python SDK for Scale API, the Data Platform for AI

prefect. Prefect is a workflow orchestration framework for building resilient data pipelines in Python.

label-studio. Label Studio is a multi-type data labeling and annotation tool with standardized output format

black. The uncompromising Python code formatter

dolt. Dolt – Git for Data

selenium. A browser automation framework and ecosystem.

megaverse. High-throughput simulation platform for Artificial Intelligence reseach

com.unity.perception. Perception toolkit for sim2real training and validation in Unity

BlenderProc. A procedural Blender pipeline for photorealistic training image generation

gron. Make JSON greppable!

3dv_tutorial. An Invitation to 3D Vision: A Tutorial for Everyone

shellcheck. ShellCheck, a static analysis tool for shell scripts

bat. A cat(1) clone with wings.

speedtest-cli. Command line interface for testing internet bandwidth using speedtest.net

starship. ☄🌌️ The minimal, blazing-fast, and infinitely customizable prompt for any shell!

The-Open-Book.

PyMuPDF. PyMuPDF is a high performance Python library for data extraction, analysis, conversion & manipulation of PDF (and other) documents.

arxiv-sanity-preserver. Web interface for browsing, search and filtering recent arxiv submissions

orange3. 🍊 :bar_chart: :bulb: Orange: Interactive data analysis

rich. Rich is a Python library for rich text and beautiful formatting in the terminal.

einops. Flexible and powerful tensor operations for readable and reliable code (for pytorch, jax, TF and others)

omegaconf. Flexible Python configuration system. The last one you will ever need.

optuna. A hyperparameter optimization framework

ray. Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

onnxruntime. ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator

netron. Visualizer for neural network, deep learning and machine learning models

pandoc. Universal markup converter

d2l-en. Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.

viu. Terminal image viewer with native support for iTerm and Kitty

lnav. Log file navigator

visidata. A terminal spreadsheet multitool for discovering and arranging data

lf. Terminal file manager

zsh-syntax-highlighting. Fish shell like syntax highlighting for Zsh.

vision. Datasets, Transforms and Models specific to Computer Vision

broot. A new way to see and navigate directory trees : https://dystroy.org/broot

powerlevel10k. A Zsh theme

ohmyzsh. 🙃 A delightful community-driven (with 2,500+ contributors) framework for managing your zsh configuration. Includes 300+ optional plugins (rails, git, macOS, hub, docker, homebrew, node, php, python, etc), 140+ themes to spice up your morning, and an auto-update tool that makes it easy to keep up with the latest updates from the community.

pytorch-seq2seq. Tutorials on implementing a few sequence-to-sequence (seq2seq) models with PyTorch and TorchText.

hydra. Hydra is a framework for elegantly configuring complex applications

dlib. A toolkit for making real world machine learning and data analysis applications in C++

pytorch-image-models. The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNetV4, MobileNet-V3 & V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more

minGPT. A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training

yolov3. Ultralytics YOLOv3 in PyTorch > ONNX > CoreML > TFLite

scalene. Scalene: a high-performance, high-precision CPU, GPU, and memory profiler for Python with AI-powered optimization proposals

pytorch-lightning. Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.

zarr-python. An implementation of chunked, compressed, N-dimensional arrays for Python.

py-lmdb. Universal Python binding for the LMDB 'Lightning' Database

dacite. Simple creation of data classes from dictionaries.

albumentations. Fast and flexible image augmentation library. Paper about the library: https://www.mdpi.com/2078-2489/11/2/125

onnx. Open standard for machine learning interoperability

skorch. A scikit-learn compatible neural network library that wraps PyTorch

a-PyTorch-Tutorial-to-Object-Detection. SSD: Single Shot MultiBox Detector | a PyTorch Tutorial to Object Detection

.tmux. Oh my tmux! My self-contained, pretty & versatile tmux configuration made with 💛🩷💙🖤❤️🤍

dvc. 🦉 Data Versioning and ML Experiments

psycopg2. PostgreSQL database adapter for the Python programming language

tmux. tmux source code

COVID-19. COVID-19 Italia - Monitoraggio situazione

pytest. The pytest framework makes it easy to write small tests, yet scales to support complex functional testing

abseil-py. Abseil Common Libraries (Python)

ffmpeg-python. Python bindings for FFmpeg - with complex filtering support

efficientnet. Implementation of EfficientNet model. Keras and TensorFlow Keras.

tpu. Reference models and tools for Cloud TPUs.

torchio. Medical imaging processing for AI applications.

cvat. Computer Vision Annotation Tool (CVAT) is a leading platform for building high-quality visual datasets for vision AI. It offers open-source, cloud, and enterprise products, as well as labeling services, for image, video, and 3D annotation with AI-assisted labeling, quality assurance, team collaboration, analytics, and developer APIs.

antialiased-cnns. pip install antialiased-cnns to improve stability and accuracy

mlflow. The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.

ScreenToGif. 🎬 ScreenToGif allows you to record a selected area of your screen, edit and save it as a gif or video.

mypy. Optional static typing for Python

fashion-mnist. A MNIST-like fashion product database. Benchmark :point_down:

allennlp. An open-source NLP research library, built on PyTorch.

alibi. Algorithms for explaining machine learning models

Object-Detection-Metrics. Most popular metrics used to evaluate object detection algorithms.

pytesseract. A Python wrapper for Google Tesseract

EfficientNet-PyTorch. A PyTorch implementation of EfficientNet

networkx. Network Analysis in Python

kornia. 🐍 Geometric Computer Vision Library for Spatial AI

terminalizer. 🦄 Record your terminal and generate animated gif images or share a web player

gifski. GIF encoder based on libimagequant (pngquant). Squeezes maximum possible quality from the awful GIF format.

graphics. TensorFlow Graphics: Differentiable Graphics Layers for TensorFlow

imgaug. Image augmentation for machine learning experiments.

tinyrenderer. A brief computer graphics / rendering course

Open3D. Open3D: A Modern Library for 3D Data Processing

scikit-learn. scikit-learn: machine learning in Python

pytorch. Tensors and Dynamic neural networks in Python with strong GPU acceleration

opencv. Open Source Computer Vision Library

PythonRobotics. Python sample codes and textbook for robotics algorithms.

PyAV. Pythonic bindings for FFmpeg's libraries.

Command-line-text-processing. :zap: From finding text to search and replace, from sorting to beautifying text and more :art:

ViZDoom. Reinforcement Learning environments based on the 1993 game Doom :godmode:

carla. Open-source simulator for autonomous driving research.

numpy. The fundamental package for scientific computing with Python.

stanford-tensorflow-tutorials. This repository contains code examples for the Stanford's course: TensorFlow for Deep Learning Research.

TensorFlow-Examples. TensorFlow Tutorial and Examples for Beginners (support TF v1 & v2)

tensorflow. An Open Source Machine Learning Framework for Everyone

DeepGTAV. A plugin for GTAV that transforms it into a vision-based self-driving car research environment.

Variational-Autoencoder. Implementation of a Variational Auto-Encoder in Theano

keras-adversarial. Keras Generative Adversarial Networks

self-driving-car-sim. A self-driving car simulator built with Unity

keras. Deep Learning for humans