tsai VS gluonts

Compare tsai vs gluonts and see what are their differences.

tsai

Time series Timeseries Deep Learning Machine Learning Pytorch fastai | State-of-the-art Deep Learning library for Time Series and Sequences in Pytorch / fastai (by timeseriesAI)
time-series-classification Deep Learning Fastai Pytorch Timeseries time-series sequential time-series-analysis Transformer Cnn Rnn state-of-the-art self-supervised Classification Regression Forecasting inceptiontime Rocket Machine Learning Python
Source Code
timeseriesai.github.io
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gluonts

Probabilistic time series modeling in Python (by awslabs)
Deep Learning time-series Forecasting neural-networks Machine Learning time-series-prediction time-series-forecasting Mxnet Pytorch AWS sagemaker Timeseries Artificial intelligence Data Science Torch
Source Code
ts.gluon.ai
Docs
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tsai gluonts
4 4
4,703 4,308
2.5% 2.3%
7.4 8.7
12 days ago 2 days ago
Jupyter Notebook Python
Apache License 2.0 Apache License 2.0
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
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.

tsai

Posts with mentions or reviews of tsai. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-06-22.

gluonts

Posts with mentions or reviews of gluonts. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-04-13.
  • Show HN: Auto Wiki v2 – Turn your codebase into a Wiki now with diagrams
    1 project | news.ycombinator.com | 23 Apr 2024
    https://github.com/awslabs/gluonts is a great candidate for a sample wiki. It is an OSS lib, not great documentation, very hard to RTFM (unlike, say, sklearn which already has a great wiki), doubtful that awslabs would pay to produce.
  • gluonts VS darts - a user suggested alternative
    2 projects | 13 Apr 2023
  • [Q] `py.typed` and `.typesafe`
    1 project | /r/learnpython | 23 Jan 2023
    I was looking at [`gluonts`](https://github.com/awslabs/gluonts/tree/dev/src/gluonts/core) source code and I found a `py.typed` file. That is something I always put in my type-annotated modules: it's literally an empty file which denotes that the module is marked for "internal or external use in type checking" [mypy docs](https://mypy.readthedocs.io/en/stable/installed_packages.html?highlight=py.typed#creating-pep-561-compatible-packages). However, I never saw before the `.typesafe` file. What does it denote? Does it have to be used alongside a `py.typed`?
  • Cash-flow forecasting
    4 projects | /r/datascience | 7 Oct 2022
    -GluonTS

What are some alternatives?

When comparing tsai and gluonts you can also consider the following projects:

darts - A python library for user-friendly forecasting and anomaly detection on time series.

sktime-dl - DEPRECATED, now in sktime - companion package for deep learning based on TensorFlow

pytorch-forecasting - Time series forecasting with PyTorch

statsforecast - Lightning ⚡️ fast forecasting with statistical and econometric models.

flow-forecast - Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).

neuralforecast - Scalable and user friendly neural :brain: forecasting algorithms.

time-series-transformers-review - A professionally curated list of awesome resources (paper, code, data, etc.) on transformers in time series.

nixtla - Python SDK for TimeGPT, a foundational time series model

sagemaker-python-sdk - A library for training and deploying machine learning models on Amazon SageMaker

tsai vs darts gluonts vs darts tsai vs sktime-dl gluonts vs pytorch-forecasting tsai vs statsforecast gluonts vs statsforecast tsai vs flow-forecast gluonts vs neuralforecast tsai vs neuralforecast gluonts vs time-series-transformers-review tsai vs nixtla gluonts vs sagemaker-python-sdk