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NixtlaTS

Forecast using TimeGPT

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NixtlaTS offers a collection of classes and methods to interact with the API of TimeGPT.

🕰️ TimeGPT: Revolutionizing Time-Series Analysis

Developed by Nixtla, TimeGPT is a cutting-edge generative pre-trained transformer model dedicated to prediction tasks. 🚀 By leveraging the most extensive dataset ever – financial, weather, energy, and sales data – TimeGPT brings unparalleled time-series analysis right to your terminal! 👩‍💻👨‍💻

In seconds, TimeGPT can discern complex patterns and predict future data points, transforming the landscape of data science and predictive analytics.

⚙️ Fine-Tuning: For Precision Prediction

In addition to its core capabilities, TimeGPT supports fine-tuning, enhancing its specialization for specific prediction tasks. 🎯 This feature is like training a machine learning model on a targeted data subset to improve its task-specific performance, making TimeGPT an even more versatile tool for your predictive needs.

🔄 NixtlaTS: Your Gateway to TimeGPT

With NixtlaTS, you can easily interact with TimeGPT through simple API calls, making the power of TimeGPT readily accessible in your projects.

💻 Installation

Get NixtlaTS up and running with a simple pip command:

pip install nixtlats>=0.1.0

🎈 Quick Start

Get started with TimeGPT now:

df = pd.read_csv('https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/electricity-short.csv')

from nixtlats import NixtlaClient
nixtla = NixtlaClient(
    # defaults to os.environ.get("NIXTLA_API_KEY")
    api_key = 'my_api_key_provided_by_nixtla'
)
fcst_df = nixtla.forecast(df, h=24, level=[80, 90])

Nixtla's Projects

informer2020 icon informer2020

The GitHub repository for the paper "Informer" accepted by AAAI 2021.

m4-forecasts icon m4-forecasts

ZIP version of M4 forecasts uploaded to https://github.com/Mcompetitions/M4-methods/tree/master/Point%20Forecasts.

m5-forecasts icon m5-forecasts

ZIP version of dataset and forecasts uploaded to https://drive.google.com/drive/folders/1D6EWdVSaOtrP1LEFh1REjI3vej6iUS_4.

mlforecast icon mlforecast

Scalable machine 🤖 learning for time series forecasting.

neuralforecast icon neuralforecast

Scalable and user friendly neural :brain: forecasting algorithms.

nixtla icon nixtla

Python SDK for TimeGPT, a foundational time series model

statsforecast icon statsforecast

Lightning ⚡️ fast forecasting with statistical and econometric models.

tsfeatures icon tsfeatures

Calculates various features from time series data. Python implementation of the R package tsfeatures.

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