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timesfm-2.0-500m-pytorch

Pretrained time series forecasting model developed by Google Research.

#machine learning
#deep learning
#Pre-trained model
#time series forecasting
timesfm-2.0-500m-pytorch

Product Details

TimesFM is a pre-trained time series prediction model developed by Google Research for time series prediction tasks. The model is pre-trained on multiple datasets and is able to handle time series data of different frequencies and lengths. Its main advantages include high performance, high scalability, and ease of use. This model is suitable for various application scenarios that require accurate prediction of time series data, such as finance, meteorology, energy and other fields. The model is available for free on the Hugging Face platform, and users can easily download and use it.

Main Features

1
Supports univariate time series forecasting and can handle context up to 2048 time points.
2
Provides 10 quantile headers for generating forecast uncertainty estimates.
3
Able to process time series data of different frequencies, including high, medium and low frequency.
4
Implemented via PyTorch for easy integration with existing PyTorch workflows.
5
Provides API support to make predictions from array inputs or pandas DataFrames.

How to Use

1
1. Visit the Hugging Face model page and download the TimesFM model.
2
2. Install the timesfm library and follow the instructions on GitHub.
3
3. Import the timesfm library, initialize the model, and load the pre-trained checkpoint.
4
4. Prepare time series data and ensure that the data format meets the model requirements.
5
5. Use the tfm.forecast() or tfm.forecast_on_df() method to make predictions.
6
6. Analyze the prediction results and perform follow-up processing as necessary.

Target Users

The model is suitable for users and businesses who need to make time series forecasts, such as financial analysts, meteorologists, energy planners, etc. TimesFM provides a powerful tool for users who need to accurately predict future trends to support decision-making.

Examples

Financial field: Predict financial time series data such as stock prices and exchange rates to help investors make more informed decisions.

Meteorological field: predicting temperature, rainfall and other meteorological data to provide support for weather forecasting.

Energy field: Forecast power demand, energy consumption and other data to help energy companies carry out resource planning.

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› data analysis
› AI model

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