autogluon
Time-Series-Library
| autogluon | Time-Series-Library | |
|---|---|---|
| 19 | 3 | |
| 5,088 | 4,420 | |
| - | 10.3% | |
| 9.9 | 8.7 | |
| over 1 year ago | 4 days ago | |
| Python | Python | |
| Apache License 2.0 | 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.
autogluon
Time-Series-Library
-
[D] Doubts on the implementation of LSTMs for timeseries prediction (like including weather forecasts)
Don't use an LSTM. Get up to date with SoTA methods and read the papers in the field. LSTMs are not the way forward. Read the papers I suggested. It would be very useful to come to grips with both the Time Series Repository (https://github.com/thuml/Time-Series-Library) and Darts (https://github.com/unit8co/darts) as these are widely used for research and in industry.
- GitHub - thuml/Time-Series-Library: A Library for Advanced Deep Time Series Models.
-
Inverted Transformers Are Effective for Time Series Forecasting
Cool! I find it has been implemented in the tslib (https://github.com/thuml/Time-Series-Library), the results seem promising when I reproduce the experiments.
What are some alternatives?
mljar-supervised - Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation
autogluon - Fast and Accurate ML in 3 Lines of Code
carefree-learn - Deep Learning ❤️ PyTorch
mlops-v2 - Azure MLOps (v2) solution accelerators. Enterprise ready templates to deploy your machine learning models on the Azure Platform.
Auto-PyTorch - Automatic architecture search and hyperparameter optimization for PyTorch
nsfw_data_scraper - Collection of scripts to aggregate image data for the purposes of training an NSFW Image Classifier
NaiveNASlib.jl - Relentless mutation!!
darts - A python library for user-friendly forecasting and anomaly detection on time series.
DFSpot-Deepfake-Recognition - Determine whether a given video sequence has been manipulated or synthetically generated
vosk-build-model - How to create your own model for vosk
featuretools - An open source python library for automated feature engineering
neuralforecast - Scalable and user friendly neural :brain: forecasting algorithms.