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Top 16 Python Model Projects
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HappyX seems very minimal. Large web frameworks like Django are great because they include very important parts like securely managing user accounts. I can understand if you want to keep HappyX minimal, but is it possible to have libraries which built upon HappyX?
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I disagree hard with this – for instance I've recently needed to dig into the code for the Gradio library, and when PRs are like https://github.com/gradio-app/gradio/pull/3300 (and the merge commit's message is what it is) it's hard to understand why some decisions have been made when doing `git annotate` later on.
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InfluxDB
Access the most powerful time series database as a service. Ingest, store, & analyze all types of time series data in a fully-managed, purpose-built database. Keep data forever with low-cost storage and superior data compression.
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Project mention: [D] Improvements/alternatives to U-net for medical images segmentation? | /r/MachineLearning | 2023-03-29
SMP offers a wide variety of segmentation models with the option to use pre-trained weights.
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Project mention: I made an app completely on SwiftUI dedicated to browsing vehicles for sale on eBay. It got rejected for being too basic, should I justify any more time on this? | /r/swift | 2023-01-24
Super far fetched idea on passing 4.2 with iOS specific functionality: there are CoreML models specifically capable of identifying car makes and models (linked in this repo), which could allow you to take/select a photo, and automatically identify/search the car based on the prediction. That being said, it will not take into account nearly as many details as you can manually specify in your app. Nice work!
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Search engines and chatbots are rapidly advancing with the introduction of ChatGPT, but search engines are still running on models like BERT (Bidirectional Encoder Representations from Transformers) for question-answer functionality. An interesting OpenVINO jupyter notebook #213 demonstrating question-answer functionality with a SQuAD v1.1 training set trained BERT model and transformer functions using either an embedded paragraph or a link to a website. I find it still really compelling to see how this works, basically how our widely used search engines function though on a much bigger scale.
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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.
Download the ONNX model from this project: 307_YOLOv7
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Considering something like torchgeo (https://github.com/microsoft/torchgeo), or maybe some geospatial library written in Julia.
> but the problem I have is that everything seems to just work and I don't run into many issues to fix.
May I point you at linux audio? ;-) Getting any type of DAW working in linux without having to do some crazy rewiring with jack would be a godsend.
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Sonar
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Data Flow Facilitator for Machine Learning (dffml)
The easiest way to use Machine Learning. Mix and match underlying ML libraries and data set sources. Generate new datasets or modify existing ones with ease.
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Thanks! Initially I was eyeballing it based on ghost and warthog lengths but that quickly proved to be difficult and cumbersome. I got some tips thanks to UneeQ in exporting the BSP (map structure data) from Reclaimer and importing it into Blender using the Halo Asset Blender Development Toolset
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Project mention: SurvAI: Data Modeling Using AI Agents, Inspired by Classical Ensemble ML | news.ycombinator.com | 2023-06-07
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CPPE-Dataset
Code for our paper CPPE - 5 (Medical Personal Protective Equipment), a new challenging object detection dataset
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Project mention: Help with xanim export from blender or xanim converter | /r/CODZombies | 2022-07-02
also see this: https://github.com/dtzxporter/SETools
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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 2023-06-07.
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- Civitai alternatives.
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A note from our sponsor - Sonar
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Index
What are some of the best open-source Model projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | Django | 71,199 |
| 2 | gradio | 18,439 |
| 3 | segmentation_models.pytorch | 7,399 |
| 4 | CoreML-Models | 5,757 |
| 5 | open_model_zoo | 3,629 |
| 6 | PINTO_model_zoo | 2,700 |
| 7 | torchgeo | 1,635 |
| 8 | spacy-models | 1,337 |
| 9 | huggingface_hub | 931 |
| 10 | django-colorfield | 492 |
| 11 | Data Flow Facilitator for Machine Learning (dffml) | 211 |
| 12 | pydbantic | 201 |
| 13 | Halo-Asset-Blender-Development-Toolset | 95 |
| 14 | surv_ai | 63 |
| 15 | CPPE-Dataset | 58 |
| 16 | SETools | 34 |
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