Python Machine Learning

Open-source Python projects categorized as Machine Learning
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Topics: Python Deep Learning Pytorch Data Science AI
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Top 23 Python Machine Learning Projects

  • transformers

    🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.

    • Project mention: AI enthusiasm #9 - A multilingual chatbot📣🈸 | dev.to | 2024-05-01

    transformers is a package by Hugging Face, that helps you interact with models on HF Hub (GitHub)

  • Pytorch

    Tensors and Dynamic neural networks in Python with strong GPU acceleration

    • Project mention: Clasificador de imágenes con una red neuronal convolucional (CNN) | dev.to | 2024-05-01

    PyTorch (https://pytorch.org/)

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  • Keras

    Deep Learning for humans

    • Project mention: Library for Machine learning and quantum computing | dev.to | 2024-04-27

    Keras

  • scikit-learn

    scikit-learn: machine learning in Python

    • Project mention: AutoCodeRover resolves 22% of real-world GitHub in SWE-bench lite | news.ycombinator.com | 2024-04-09

    Thank you for your interest. There are some interesting examples in the SWE-bench-lite benchmark which are resolved by AutoCodeRover:

    - From sympy: https://github.com/sympy/sympy/issues/13643. AutoCodeRover's patch for it: https://github.com/nus-apr/auto-code-rover/blob/main/results...

    - Another one from scikit-learn: https://github.com/scikit-learn/scikit-learn/issues/13070. AutoCodeRover's patch (https://github.com/nus-apr/auto-code-rover/blob/main/results...) modified a few lines below (compared to the developer patch) and wrote a different comment.

    There are more examples in the results directory (https://github.com/nus-apr/auto-code-rover/tree/main/results).

  • Face Recognition

    The world's simplest facial recognition api for Python and the command line

    • Project mention: Security Image Recognition | /r/computervision | 2023-12-10

    Camera connected to a PI? Something like this could run locally: https://github.com/ageitgey/face_recognition

  • faceswap

    Deepfakes Software For All

    • Project mention: faceswap VS facefusion - a user suggested alternative | libhunt.com/r/faceswap | 2024-01-30

  • yolov5

    YOLOv5 🚀 in PyTorch > ONNX > CoreML > TFLite

    • Project mention: จำแนกสายพันธ์ุหมากับแมวง่ายๆด้วยYoLoV5 | dev.to | 2024-04-15

    Ref https://www.youtube.com/watch?v=0GwnxFNfZhM https://github.com/ultralytics/yolov5 https://dev.to/gfstealer666/kaaraich-yolo-alkrithuemainkaartrwcchcchabwatthu-object-detection-3lef https://www.kaggle.com/datasets/devdgohil/the-oxfordiiit-pet-dataset/data

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  • Open-Assistant

    OpenAssistant is a chat-based assistant that understands tasks, can interact with third-party systems, and retrieve information dynamically to do so.

    • Project mention: Best open source AI chatbot alternative? | /r/opensource | 2023-12-08

    For open assistant, the code: https://github.com/LAION-AI/Open-Assistant/tree/main/inference

  • Airflow

    Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

    • Project mention: Building in Public: Leveraging Tublian's AI Copilot for My Open Source Contributions | dev.to | 2024-02-12

    Contributing to Apache Airflow's open-source project immersed me in collaborative coding. Experienced maintainers rigorously reviewed my contributions, providing constructive feedback. This ongoing dialogue refined the codebase and honed my understanding of best practices.

  • gym

    A toolkit for developing and comparing reinforcement learning algorithms.

    • Project mention: OpenAI Acquires Global Illumination | news.ycombinator.com | 2023-08-16

    A co-founder announced they disbanded their robots team a couple years ago: https://venturebeat.com/business/openai-disbands-its-robotic...

    That was the same time they depreciated OpenAI Gym: https://github.com/openai/gym

  • DeepSpeed

    DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.

    • Project mention: Can we discuss MLOps, Deployment, Optimizations, and Speed? | /r/LocalLLaMA | 2023-12-06

    DeepSpeed can handle parallelism concerns, and even offload data/model to RAM, or even NVMe (!?) . I'm surprised I don't see this project used more.

  • streamlit

    Streamlit — A faster way to build and share data apps.

    • Project mention: Creando Subtítulos Automáticos para Vídeos con Python, Faster-Whisper, FFmpeg, Streamlit, Pillow | dev.to | 2024-04-29

    Streamlit (https://streamlit.io/)

  • Ray

    Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

    • Project mention: Ray: Unified framework for scaling AI and Python applications | news.ycombinator.com | 2024-05-03

  • gradio

    Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work!

    • Project mention: AI enthusiasm #9 - A multilingual chatbot📣🈸 | dev.to | 2024-05-01

    gradio is a package developed to ease the development of app interfaces in python and other languages (GitHub)

  • spaCy

    💫 Industrial-strength Natural Language Processing (NLP) in Python

    • Project mention: Step by step guide to create customized chatbot by using spaCy (Python NLP library) | dev.to | 2024-03-23

    Hi Community, In this article, I will demonstrate below steps to create your own chatbot by using spaCy (spaCy is an open-source software library for advanced natural language processing, written in the programming languages Python and Cython):

  • pytorch-lightning

    Pretrain, finetune and deploy AI models on multiple GPUs, TPUs with zero code changes.

    • Project mention: SB-1047 will stifle open-source AI and decrease safety | news.ycombinator.com | 2024-04-29

    It's very easy to get started, right in your Terminal, no fees! No credit card at all.

    And there are cloud providers like https://replicate.com/ and https://lightning.ai/ that will let you use your LLM via an API key just like you did with OpenAI if you need that.

    You don't need OpenAI - nobody does.

  • data-science-ipython-notebooks

    Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.

  • OpenBBTerminal

    Investment Research for Everyone, Everywhere.

    • Project mention: Open-Sourcing High-Frequency Trading and Market-Making Backtesting Tool | /r/Python | 2023-12-06

    You might want to suggest this as an extension to the OpenBB project - I imagine that could be of interest to them if there isn’t something like it built in already :-)

  • ML-From-Scratch

    Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.

  • ultralytics

    NEW - YOLOv8 🚀 in PyTorch > ONNX > OpenVINO > CoreML > TFLite

    • Project mention: The CEO of Ultralytics (yolov8) using LLMs to engage with commenters on GitHub | news.ycombinator.com | 2024-02-12

    Yep, I noticed this a while ago. It posts easily identifiable ChatGPT responses. It also posts garbage wrong answers which makes it worse than useless. Totally disrespectful to the userbase.

    https://github.com/ultralytics/ultralytics/issues/5748#issue...

  • NLP-progress

    Repository to track the progress in Natural Language Processing (NLP), including the datasets and the current state-of-the-art for the most common NLP tasks.

  • EasyOCR

    Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.

    • Project mention: Leveraging GPT-4 for PDF Data Extraction: A Comprehensive Guide | dev.to | 2023-12-27

    PyTesseract Module [ Github ] EasyOCR Module [ Github ] PaddlePaddle OCR [ Github ]

  • 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.

  • SaaSHub

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NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

Python Machine Learning related posts

  • Ray: Unified framework for scaling AI and Python applications

    1 project | news.ycombinator.com | 3 May 2024

  • Recapping the AI, Machine Learning and Data Science Meetup — May 2, 2024

    2 projects | dev.to | 2 May 2024

  • May 8, 2024 AI, Machine Learning and Computer Vision Meetup

    2 projects | dev.to | 1 May 2024

  • AI enthusiasm #9 - A multilingual chatbot📣🈸

    6 projects | dev.to | 1 May 2024

  • Show HN: LLM-powered NPCs running on your hardware

    4 projects | news.ycombinator.com | 30 Apr 2024

  • Ollama v0.1.33 with Llama 3, Phi 3, and Qwen 110B

    11 projects | news.ycombinator.com | 28 Apr 2024

  • PySheets – Spreadsheet UI for Python

    3 projects | news.ycombinator.com | 28 Apr 2024
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    www.saashub.com | 5 May 2024
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Index

What are some of the best open-source Machine Learning projects in Python? This list will help you:

Project Stars
1 transformers 125,369
2 Pytorch 78,016
3 Keras 60,972
4 scikit-learn 58,200
5 Face Recognition 51,816
6 faceswap 49,261
7 yolov5 47,071
8 Open-Assistant 36,647
9 Airflow 34,570
10 gym 33,905
11 DeepSpeed 32,834
12 streamlit 31,868
13 Ray 31,179
14 gradio 28,987
15 spaCy 28,789
16 pytorch-lightning 26,952
17 data-science-ipython-notebooks 26,490
18 OpenBBTerminal 26,121
19 ML-From-Scratch 23,189
20 ultralytics 22,973
21 NLP-progress 22,328
22 EasyOCR 22,049
23 d2l-en 21,759

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