modAL
nni
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modAL | nni | |
---|---|---|
4 | 5 | |
2,132 | 13,708 | |
1.1% | 0.8% | |
1.9 | 6.7 | |
about 2 months ago | about 1 month ago | |
Python | Python | |
MIT License | MIT License |
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.
modAL
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modAL VS encord-active - a user suggested alternative
2 projects | 12 Apr 2023
- What are frameworks/tools used for Human-In-The-Loop (active) learning ?
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Launch HN: Lightly (YC S21): Label only the data which improves your ML model
How does it differentiate from modAL?
- Active Learning Using Detectron2
nni
- Filter Pruning for PyTorch
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Automated Machine Learning (AutoML) - 9 Different Ways with Microsoft AI
For a complete tutorial, navigate to this Jupyter Notebook: https://github.com/microsoft/nni/blob/master/examples/notebooks/tabular_data_classification_in_AML.ipynb
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[D] Efficient ways of choosing number of layers/neurons in a neural network
optuna, hyperopt, nni, plenty of less-known tools too.
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Top 10 Developer Trends, Sun Oct 18 2020
microsoft / nni
What are some alternatives?
active_learning - Code for Active Learning at The ImageNet Scale. This repository implements many popular active learning algorithms and allows training with torch's DDP.
optuna - A hyperparameter optimization framework
GPflowOpt - Bayesian Optimization using GPflow
FLAML - A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.
lightly - A python library for self-supervised learning on images.
autogluon - AutoGluon: Fast and Accurate ML in 3 Lines of Code
paramonte - ParaMonte: Parallel Monte Carlo and Machine Learning Library for Python, MATLAB, Fortran, C++, C.
AutoML - This is a collection of our NAS and Vision Transformer work. [Moved to: https://github.com/microsoft/Cream]
pretty-print-confusion-matrix - Confusion Matrix in Python: plot a pretty confusion matrix (like Matlab) in python using seaborn and matplotlib
hyperopt - Distributed Asynchronous Hyperparameter Optimization in Python
DataProfiler - What's in your data? Extract schema, statistics and entities from datasets
automlbenchmark - OpenML AutoML Benchmarking Framework