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Top 16 Shell Machine Learning Projects
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Project mention: A list of curated open-source K8s tools & resources | /r/kubernetes | 2023-03-15
There are some lists already: * https://github.com/ramitsurana/awesome-kubernetes * https://github.com/tomhuang12/awesome-k8s-resources
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nsfw_data_scraper
Collection of scripts to aggregate image data for the purposes of training an NSFW Image Classifier
Project mention: How can I set up a ‘data scrapper’ to download images from a subreddit ? | /r/StableDiffusion | 2023-04-12NSFW - https://github.com/alex000kim/nsfw_data_scraper
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SonarQube
Static code analysis for 29 languages.. Your projects are multi-language. So is SonarQube analysis. Find Bugs, Vulnerabilities, Security Hotspots, and Code Smells so you can release quality code every time. Get started analyzing your projects today for free.
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That's the worst solution because you lose CUDA support, if you don't use the NANO's GPU you can use a Rpi4 instead that has a more powerful CPU. Docker is the solution instead, there are ready images for Jetson: https://github.com/dusty-nv/jetson-containers
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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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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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This reminded me about https://github.com/elsamuko/Shirt-without-Stripes
Whose days may be soon over as gpt4 gets this overall right..? As noted by many folks here
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mlops-v2
Azure MLOps (v2) solution accelerators. Enterprise ready templates to deploy your machine learning models on the Azure Platform.
Project mention: MLOps: Machine learning model management - Azure Machine Learning | Microsoft Learn | /r/u_TsukiZombina | 2023-02-20 -
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astroddpm
A denoising diffusion probabilistic model synthesises galaxies that are qualitatively and physically indistinguishable from the real thing.
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Project mention: What are the fastest face decection liblaries for detect faces in a video? | /r/computervision | 2022-07-11
Video Inference: https://github.com/roboflow-ai/video-inference
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features
A collection of development container 'features' for machine learning and data science (by iterative)
The way I see it - it's a really nice way to make modules out of your Docker files (e.g. we need to install a tool and we need to run apt-get + some config, etc). And a simpler, JSON syntax to apply those modules on top of a base image.
I love the experience so far, we've done a few features (modules) - e.g. this one to install `nvtop` to see GPU utilization https://github.com/iterative/features/blob/main/src/nvtop/in...
The whole CUDA + nvtop + (some other tools) for an example project to be run on a remote machine via VS Code becomes like this:
https://github.com/shcheklein/hackathon/blob/main/.devcontai...
And that's enough to run ML training on GH Codespaces with GPU support. Super cool experience.
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Project mention: Hi do you guys have any labelled dataset for training small robots ro recognize common objects? | /r/computervision | 2023-06-07
You may want to try the Remyx engine - you can train a model by describing the labels you want without having to upload labeled data. Here's a demo. Your first model is free :) Here is our model zoo with some common object models that might be useful too.
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A note from our sponsor - #<SponsorshipServiceOld:0x00007f0922b1fb20>
www.saashub.com | 7 Jun 2023
Index
What are some of the best open-source Machine Learning projects in Shell? This list will help you:
Project | Stars | |
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1 | awesome-kubernetes | 13,942 |
2 | nsfw_data_scraper | 11,880 |
3 | DeepDive | 1,934 |
4 | tensorflow-on-arm | 1,037 |
5 | jetson-containers | 911 |
6 | enclosure-picroft | 782 |
7 | bigscience | 753 |
8 | Shirt-without-Stripes | 643 |
9 | mlops-v2 | 306 |
10 | void-dataset | 83 |
11 | mlflow-easyauth | 81 |
12 | astroddpm | 37 |
13 | video-inference | 25 |
14 | metaflow-on-kubernetes-docs | 7 |
15 | features | 6 |
16 | model_zoo | 1 |