modelstore
best-of-ml-python
modelstore | best-of-ml-python | |
---|---|---|
4 | 17 | |
379 | 18,937 | |
1.1% | 4.0% | |
2.6 | 7.8 | |
11 days ago | 2 days ago | |
Python | Python | |
Apache License 2.0 | Creative Commons Attribution Share Alike 4.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
modelstore
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An open source ML model registry called modelstore
A couple of years ago (during a lockdown!), I started working on modelstore - a Python library for managing trained machine learning models.
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lightweight model performance tracking?
The lightest open source option I'm aware of is https://github.com/operatorai/modelstore
- What us the best MLOps platform for 2022
- [D] using git or other tools to manage models
best-of-ml-python
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Top Github repositories for 10+ programming languages
Best of ml python
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Ask HN: How to get back into AI?
For Python, here's a nice compilation: https://github.com/ml-tooling/best-of-ml-python/blob/main/RE...
- Best-Of Machine Learning with Python
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Questions regarding Job Requirements for data analyst to data science transition?
You will need numpy, scipy, pandas, scikit-learn, Keras/tensorflow/pytorch, xgboost and many many many others. See this list for example.
- Awesome list of ML
- Are there any speech recognition modules so I can write one and do not have to rely on google and the likes?
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Learning opencv
Take a look at this list on github. It has a pretty comprehensive list of python image libraries.
- Best-of Machine Learning with Python
- 🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.
What are some alternatives?
onnxmltools - ONNXMLTools enables conversion of models to ONNX
dtale - Visualizer for pandas data structures
gato - Unofficial Gato: A Generalist Agent
awesome-python - An opinionated list of awesome Python frameworks, libraries, software and resources.
aim - Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.
Awesome-WAF - 🔥 Web-application firewalls (WAFs) from security standpoint.
wandb - The AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.
NBA-Machine-Learning-Sports-Betting - NBA sports betting using machine learning
polyaxon - MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle
ktrain - ktrain is a Python library that makes deep learning and AI more accessible and easier to apply
kmodes - Python implementations of the k-modes and k-prototypes clustering algorithms, for clustering categorical data
ffcv - FFCV: Fast Forward Computer Vision (and other ML workloads!)