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Top 23 Python Artificial intelligence Projects
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Project mention: Unsupervised (Semi-Supervised) ASR/STT training recipes | /r/deeplearning | 2023-11-03
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Project mention: A beginner’s guide to sentiment analysis using OceanBase and spaCy | dev.to | 2023-10-25
In this article, I'm going to walk through a sentiment analysis project from start to finish, using open-source Amazon product reviews. However, using the same approach, you can easily implement mass sentiment analysis on your own products. We'll explore an approach to sentiment analysis with one of the most popular Python NLP packages: spaCy.
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Onboard AI
Learn any GitHub repo in 59 seconds. Onboard AI learns any GitHub repo in minutes and lets you chat with it to locate functionality, understand different parts, and generate new code. Use it for free at www.getonboard.dev.
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Project mention: Best practice for saving logits/activation values of model in PyTorch Lightning | /r/deeplearning | 2023-07-19
I've been wondering on what is the recommended method of saving logits/activations using PyTorch Lightning. I've looked at Callbacks, Loggers and ModelHooks but none of the use-cases seem to be for this kind of activity (even if I were to create my own custom variants of each utility). The ModelCheckpoint Callback in its utility makes me feel like custom Callbacks would be the way to go but I'm not quite sure. This closed GitHub issue does address my issue to some extent.
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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 :-)
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Project mention: 🐍🐍 23 issues to grow yourself as an exceptional open-source Python expert 🧑💻 🥇 | dev.to | 2023-10-19
Repo : https://github.com/mindsdb/mindsdb
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Project mention: My kernel dies when I fit my LightFm model from Microsoft Recommenders | /r/Jupyter | 2023-06-16
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vit-pytorch
Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch
Project mention: Is it easier to go from Pytorch to TF and Keras than the other way around? | /r/pytorch | 2023-05-13I also need to learn Pyspark so right now I am going to download the Fashion Mnist dataset, use Pyspark to downsize each image and put the into separate folders according to their labels (just to show employers I can do some basic ETL with Pyspark, not sure how I am going to load for training in Pytorch yet though). Then I am going to write the simplest Le Net to try to categorize the fashion MNIST dataset (results will most likely be bad but it's okay). Next, try to learn transfer learning in Pytorch for both CNN or maybe skip ahead to ViT. Ideally at this point I want to study the Attention mechanism a bit more and try to implement Simple Vit which I saw here: https://github.com/lucidrains/vit-pytorch/blob/main/vit_pytorch/simple_vit.py
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InfluxDB
Collect and Analyze Billions of Data Points in Real Time. Manage all types of time series data in a single, purpose-built database. Run at any scale in any environment in the cloud, on-premises, or at the edge.
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Ciphey
⚡ Automatically decrypt encryptions without knowing the key or cipher, decode encodings, and crack hashes ⚡
Project mention: Email Obfuscation Rendered Almost Ineffective Against ChatGPT | news.ycombinator.com | 2023-11-05Check Ciphey, I have used several times before and overall it’s great. https://github.com/Ciphey/Ciphey
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reinforcement-learning-an-introduction
Python Implementation of Reinforcement Learning: An Introduction
Project mention: Help request: Are the results of Sutton and Barto's Example 6.6 Cliff walking believable? What's likely the problem if my SARSA implementation can't replicate? | /r/reinforcementlearning | 2023-04-10The python code to generate any figure in this textbook is reproduced in a repo, and you can find the file for the figure in question here: https://github.com/ShangtongZhang/reinforcement-learning-an-introduction/blob/master/chapter06/cliff_walking.py
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DALLE2-pytorch
Implementation of DALL-E 2, OpenAI's updated text-to-image synthesis neural network, in Pytorch
I was showing people Dalle2 last year and telling them how much of an impact an open source solution was going to have on, well, everything to do with art and design. (At the time Stable Diffusion had not released, not even the leak, and all hopes was on https://github.com/lucidrains/DALLE2-pytorch)
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ImageAI
A python library built to empower developers to build applications and systems with self-contained Computer Vision capabilities
Hi. I want to implement an image server similar to Photoprism using ImageAI to tag images based on objects and context. However I don't want to spend to much time working on the frontend, at first I were thinking about using Danbooru and use Flexbooru or the web interface on my phone. But it doesn't have any encryption or password protection (since the purpose of it is to be used as a public image board).
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Project mention: Google's StyleDrop can transfer style from a single image | /r/StableDiffusion | 2023-06-03
If google doesnt, someone like lucidrains probably would implement it, just like he did for imagen and muse.
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PaLM-rlhf-pytorch
Implementation of RLHF (Reinforcement Learning with Human Feedback) on top of the PaLM architecture. Basically ChatGPT but with PaLM
Project mention: How should I get an in-depth mathematical understanding of generative AI? | /r/datascience | 2023-05-18ChatGPT isn't open sourced so we don't know what the actual implementation is. I think you can read Open Assistant's source code for application design. If that is too much, try Open Chat Toolkit's source code for developer tools . If you need very bare implementation, you should go for lucidrains/PaLM-rlhf-pytorch.
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Project mention: Show HN: Supervision, reusable computer vision utilities | news.ycombinator.com | 2023-10-06
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Stanza
Stanford NLP Python library for tokenization, sentence segmentation, NER, and parsing of many human languages
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I was expecting this to be about Mycroft the AI assistant ( https://mycroft.ai/ ).
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Mage
🧙 The modern replacement for Airflow. Mage is an open-source data pipeline tool for transforming and integrating data. https://github.com/mage-ai/mage-ai
Project mention: A mage on the Hero’s Journey: a fantasy epic on how a startup rose from the ashes | dev.to | 2023-06-12In the coming years, Mage will create a cooperative experience so that developers can build data pipelines with their team and level up together. After that journey, Mage will go on an epic quest to create the 1st open world community experience in the data universe.
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Project mention: Commits · lucidrains/denoising-diffusion-pytorch | /r/u_metareflection | 2023-05-24
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Project mention: What are the best tools for web scraping and analysis of natural language to populate a dataset? | /r/datasets | 2023-04-12
See if something like autoscraper or mlscraper suits your needs.
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Project mention: Baichuan 7B reaches top of LLM leaderboard for it's size (New foundation model 4K tokens) | /r/LocalLLaMA | 2023-06-17
GitHub: baichuan-inc/baichuan-7B: A large-scale 7B pretraining language model developed by BaiChuan-Inc. (github.com)
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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).
The latest post mention was on 2023-12-06.
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Index
What are some of the best open-source Artificial intelligence projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | fairseq | 28,143 |
| 2 | spaCy | 27,703 |
| 3 | pytorch-lightning | 25,275 |
| 4 | OpenBBTerminal | 24,865 |
| 5 | MindsDB | 19,129 |
| 6 | recommenders | 16,751 |
| 7 | vit-pytorch | 16,063 |
| 8 | Ciphey | 14,382 |
| 9 | reinforcement-learning-an-introduction | 12,847 |
| 10 | DALLE2-pytorch | 10,376 |
| 11 | Kornia | 8,867 |
| 12 | ImageAI | 8,158 |
| 13 | imagen-pytorch | 7,462 |
| 14 | PaLM-rlhf-pytorch | 7,411 |
| 15 | TensorLayer | 7,256 |
| 16 | supervision | 7,069 |
| 17 | Stanza | 6,863 |
| 18 | mycroft-core | 6,379 |
| 19 | Mage | 5,994 |
| 20 | denoising-diffusion-pytorch | 5,884 |
| 21 | autoscraper | 5,667 |
| 22 | fiftyone | 5,488 |
| 23 | Baichuan-7B | 5,420 |
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