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Top 23 Model Open-Source Projects
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Project mention: AutoCodeRover resolves 22% of real-world GitHub in SWE-bench lite | news.ycombinator.com | 2024-04-09
>As an example, AutoCodeRover successfully fixed issue #32347 of Django.
This bug was fixed three years ago in a one-line change.[0] Presumably the fix was already in the training data.
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Project mention: Show HN: Dropbase – Build internal web apps with just Python | news.ycombinator.com | 2023-12-05
There's also that library all the AI models started using that gives you a public URL to share. After researching it: https://www.gradio.app/ is the link.
It's used specifically for making simple UIs for machine learning apps. But I guess technically you could use it for anything.
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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Project mention: Instance segmentation of small objects in grainy drone imagery | /r/computervision | 2023-12-09
Also, I’d suggest considering switching to the segmentation-models library - it provides U-Net models with a variety of pretrained backbones of as encoders. The author also put out a PyTorch version. https://github.com/qubvel/segmentation_models.pytorch https://github.com/qubvel/segmentation_models
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Project mention: AMD Accelerates AI Adoption on Windows 11 With New Developer Tools for Ryzen AI | /r/AMD_Stock | 2023-05-23
Uh, maybe they didn't feel the need to look. I already pointed you to the ONNX project. Here are some ONNX-based. These are just the ones being shared with the community. The limit of AMD's responsibility is writing the low-level libraries to support ONNX.
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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PINTO_model_zoo
A repository for storing models that have been inter-converted between various frameworks. Supported frameworks are TensorFlow, PyTorch, ONNX, OpenVINO, TFJS, TFTRT, TensorFlowLite (Float32/16/INT8), EdgeTPU, CoreML.
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I've had some success with the laravel-model-caching package: https://github.com/GeneaLabs/laravel-model-caching
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So we started researching the state-of-the-art and discovered several libraries that could fit our requirements. The best candidates we were able to find were Mongoose, Typegoose, and TypeORM. Mongoose is a well-known Node.js library for MongoDB that implements the Data Mapper pattern and lets developers define schemas to constraint the data models associated with their domain objects. However, Mongoose works with concrete data models, which in a complex domain model scenario results in query logic duplication. Typegoose is a type-safe Mongoose wrapper that allows schema constraint declaration at domain object field level via JS decorators. Unfortunately, those very decorators leak persistence logic into the domain model. Besides, Typegoose also implements the Data Mapper pattern, thus sharing the same drawbacks of Mongoose. TypeORM, on another hand, implements the Repository pattern and provides some basic support for MongoDB. However, TypeORM presents several limitations compared to Mongoose.
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awesome-streamlit
The purpose of this project is to share knowledge on how awesome Streamlit is and can be
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Project mention: OpenAI's employees were given two explanations for why Sam Altman was fired | news.ycombinator.com | 2023-11-20
Something to think about:
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tensor-house
A collection of reference Jupyter notebooks and demo AI/ML applications for enterprise use cases: marketing, pricing, supply chain, smart manufacturing, and more.
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bigscience
Central place for the engineering/scaling WG: documentation, SLURM scripts and logs, compute environment and data.
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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).
The latest post mention was on 2024-04-09.
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A note from our sponsor - WorkOS
workos.com | 18 Apr 2024
Index
What are some of the best open-source Model projects? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | Django | 76,573 |
| 2 | gradio | 28,556 |
| 3 | segmentation_models.pytorch | 8,773 |
| 4 | models | 7,135 |
| 5 | CoreML-Models | 6,212 |
| 6 | open_model_zoo | 3,934 |
| 7 | text | 3,439 |
| 8 | PINTO_model_zoo | 3,262 |
| 9 | torchgeo | 2,207 |
| 10 | laravel-model-caching | 2,192 |
| 11 | typegoose | 2,141 |
| 12 | awesome-streamlit | 1,948 |
| 13 | huggingface_hub | 1,653 |
| 14 | spacy-models | 1,501 |
| 15 | mlreef | 1,442 |
| 16 | ActiveAttr | 1,193 |
| 17 | tensor-house | 1,156 |
| 18 | easystats | 1,014 |
| 19 | laravel-view-models | 981 |
| 20 | bigscience | 933 |
| 21 | report | 660 |
| 22 | django-colorfield | 558 |
| 23 | Plank | 468 |
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