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Top 23 Python Automl Projects
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Ray
Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a toolkit of libraries (Ray AIR) for accelerating ML workloads.
Project mention: TransformerXL + PPO Baseline + MemoryGym | reddit.com/r/reinforcementlearning | 2023-02-15RLlib
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MindsDB
MindsDB is a Server for Artificial Intelligence Logic. Enabling developers to ship AI powered projects to production in a fast and scalable way.
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ONLYOFFICE
ONLYOFFICE Docs — document collaboration in your environment. Powerful document editing and collaboration in your app or environment. Ultimate security, API and 30+ ready connectors, SaaS or on-premises
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For Python, here's a nice compilation: https://github.com/ml-tooling/best-of-ml-python/blob/main/RE...
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nni
An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
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Project mention: featuretools - perform automated feature engineering. | reddit.com/r/engineering_stuff | 2023-04-29
featuretools
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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: pip install remyxai - easiest way to create custom vision models | reddit.com/r/computervision | 2023-04-25
This seems not very convincing. There are other popular frameworks that provide AutoML with existing datasets (eg https://github.com/autogluon/autogluon)
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igel
a delightful machine learning tool that allows you to train, test, and use models without writing code
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Project mention: [podcast] Machine Learning for Time Series Intelligence | reddit.com/r/GradientFlow | 2022-08-25
Aadyot Bhatnagar, is a Senior Research Engineer at Salesforce, and co-creator of Merlion an open source framework for applying machine learning on time series data.
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Project mention: What are some open-source ML pipeline managers that are easy to use? | reddit.com/r/mlops | 2023-05-03
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Project mention: Is there any premade evolutionary algorithm selecting optimal NN architectures in TensorFlow ? | reddit.com/r/learnmachinelearning | 2022-10-13
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mljar-supervised
Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation
Project mention: [P] Build data web apps in Jupyter Notebook with Python only | reddit.com/r/MachineLearning | 2023-02-15Sure, at the bottom of our website you can subscribe for newsletter.
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lazypredict
Lazy Predict help build a lot of basic models without much code and helps understand which models works better without any parameter tuning
Project mention: [D] Looking for github package testing many decision tree models - it exists but I can't find it in my browser history | reddit.com/r/MachineLearning | 2023-01-10 -
sparseml
Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models
Project mention: Can You Achieve GPU Performance When Running CNNs on a CPU? | reddit.com/r/computervision | 2023-04-08 -
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AutoViz
Automatically Visualize any dataset, any size with a single line of code. Created by Ram Seshadri. Collaborators Welcome. Permission Granted upon Request.
AutoViz: A Python library that automatically visualizes any dataset in just one line of code.
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Project mention: [D] Is there any research into using neural networks to discover classical algorithms? | reddit.com/r/MachineLearning | 2023-01-01
I first learned about it with PySR https://github.com/MilesCranmer/PySR, they have an arxiv paper with some use cases as well.
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Sounds that OP is looking for time series anomaly detection, not multivariate. Perhaps https://github.com/datamllab/tods is an option,
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You can use Optuna, SMAC or hyperopt
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luminaire
Luminaire is a python package that provides ML driven solutions for monitoring time series data.
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Python Automl related posts
- How to Make a Gmail Bot with a persona using OpenAI GPT and MindsDB
- pip install remyxai - easiest way to create custom vision models
- Filter Pruning for PyTorch
- Filter Pruning for PyTorch
- GitHub - mindsdb/mindsdb: A low-code Machine Learning platform to help developers build #AI solutions
- luminaire: NEW Data - star count:692.0
- luminaire: NEW Data - star count:692.0
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A note from our sponsor - Sonar
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Index
What are some of the best open-source Automl projects in Python? This list will help you:
Project | Stars | |
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1 | Ray | 25,744 |
2 | MindsDB | 16,266 |
3 | best-of-ml-python | 13,672 |
4 | nni | 12,917 |
5 | autokeras | 8,839 |
6 | auto-sklearn | 6,958 |
7 | featuretools | 6,647 |
8 | autogluon | 5,771 |
9 | igel | 3,047 |
10 | Merlion | 2,981 |
11 | zenml | 2,878 |
12 | keras-tuner | 2,719 |
13 | mljar-supervised | 2,617 |
14 | lazypredict | 2,020 |
15 | sparseml | 1,652 |
16 | AutoDL-Projects | 1,487 |
17 | MLBox | 1,424 |
18 | AutoViz | 1,326 |
19 | PySR | 1,254 |
20 | tods | 979 |
21 | SMAC3 | 843 |
22 | luminaire | 696 |
23 | evalml | 610 |