tsflex
nni
tsflex | nni | |
---|---|---|
3 | 5 | |
363 | 13,765 | |
1.9% | 0.6% | |
6.3 | 6.7 | |
13 days ago | 2 months ago | |
Python | Python | |
MIT License | MIT License |
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tsflex
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[P] tsflex: flexible and efficient feature extraction for time series
tsflex its core functionality is strided-window feature extraction. This toolkit focusses on being flexible (e.g., few assumptions about sequence data, integration with other packages) and efficient (in both time & memory consumption -> see benchmark).
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Request - a good book for anomaly detection on time series
If you plan to transform your time series data in feature vectors, I would suggest to use tsflex (a rather new package) instead of TSfresh. tsflex is imo more convenient to use & multitudes more efficient for window-stride feature extraction.
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?
tsfresh - Automatic extraction of relevant features from time series:
optuna - A hyperparameter optimization framework
sspipe - Simple Smart Pipe: python productivity-tool for rapid data manipulation
FLAML - A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.
temporian - Temporian is an open-source Python library for preprocessing ⚡ and feature engineering 🛠 temporal data 📈 for machine learning applications 🤖
autogluon - Fast and Accurate ML in 3 Lines of Code
MultiModalStory-demo - FairyTailor: Multimodal Generative Framework for Storytelling
AutoML - This is a collection of our NAS and Vision Transformer work. [Moved to: https://github.com/microsoft/Cream]
prosto - Prosto is a data processing toolkit radically changing how data is processed by heavily relying on functions and operations with functions - an alternative to map-reduce and join-groupby
hyperopt - Distributed Asynchronous Hyperparameter Optimization in Python
orange - 🍊 :bar_chart: :bulb: Orange: Interactive data analysis
archai - Accelerate your Neural Architecture Search (NAS) through fast, reproducible and modular research.