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Top 10 Python foundation-model Projects
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On the other hand, LLMs can be tricked by sophisticated prompts into revealing their training data or generating inappropriate texts. This danger, especially harmful when the access to an LLM is public, emphasizes the importance of careful prompt and LLM answer moderation. Libraries that tackle this challenge are Guardrails and Guidance, and likewise, LLM invocation frameworks add functions to manage prompts more effectively.
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InternGPT
InternGPT (iGPT) is an open source demo platform where you can easily showcase your AI models. Now it supports DragGAN, ChatGPT, ImageBind, multimodal chat like GPT-4, SAM, interactive image editing, etc. Try it at igpt.opengvlab.com (支持DragGAN、ChatGPT、ImageBind、SAM的在线Demo系统)
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InternImage
[CVPR 2023 Highlight] InternImage: Exploring Large-Scale Vision Foundation Models with Deformable Convolutions
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GLEE
[CVPR2024 Highlight]GLEE: General Object Foundation Model for Images and Videos at Scale (by FoundationVision)
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model
The Clay Foundation Model - An open source AI model and interface for Earth (by Clay-foundation)
Project mention: Launch HN: Silurian (YC S24) – Simulate the Earth | news.ycombinator.com | 2024-09-16We build the equivalent for land, as a non-profit. It's basically a geo Transformer MAE model (plus DINO, plus matrioska, plus ...), but largest and most trained (35 trillion pixels roughly). Most importantly fully open source and open license. I'd love to help you replace land masks with land embeddings, they should significantly help downscale the local effects (e.g. forest versus city) that afaik most weather forecast simplify with static land cover classes at most. https://github.com/Clay-foundation/model
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
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visual-med-alpaca
Visual Med-Alpaca is an open-source, multi-modal foundation model designed specifically for the biomedical domain, built on the LLaMa-7B.
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Python foundation-model discussion
Python foundation-model related posts
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Launch HN: Silurian (YC S24) – Simulate the Earth
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I fixed the strawberry problem because OpenAI couldn't
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Guardrails AI
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Does anyone have an example of a langchain based customer facing agent like a cashier/waitress?
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Is there a UI that can limit LLM tokens to a preset list?
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How do I use the programs on Github?
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A minimal design pattern for LLM-powered microservices with FastAPI & LangChain
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Index
What are some of the best open-source foundation-model projects in Python? This list will help you:
# | Project | Stars |
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1 | guardrails | 4,435 |
2 | InternGPT | 3,213 |
3 | InternImage | 2,584 |
4 | GLEE | 1,081 |
5 | SEED | 597 |
6 | VideoMAEv2 | 570 |
7 | model | 406 |
8 | visual-med-alpaca | 379 |
9 | llama-classification | 112 |
10 | loopquest | 29 |