Religo
Religo is a platform designed to provide a modern and immersive experience for individuals seeking
Introduction:
Are you tired of spending hours on forecasting tasks, only to end up with slow and memory-intensive results?
Introducing Functime, the ultimate solution for automated machine learning (AutoML) in forecasting. With Functime, you can effortlessly forecast, backtest, and score 100,000 time series in under 10 seconds – that’s 100x faster than other tools like Amazon Forecast and u8darts.
Built from the ground up for speed, Functime uses 20x less memory, ensuring efficient and seamless performance. It seamlessly integrates holiday, weather, economic, and other external data, allowing you to incorporate exogenous features and conduct causal analysis effortlessly.
With Functime, you can interpret every forecast using feature importance plots, Shapley values, and sensitivity analysis. Its GPT-4-enabled trend-seasonality analysis provides a fully customizable and fine-tuned model to describe and justify every prediction.
Sharing your visualizations is a breeze with Functime. Utilizing the ECharts and Plotly libraries, you can instantly share your visualizations with data scientists and business stakeholders or embed them directly into your products.
But that’s not all – Functime offers blazing-fast hyperparameter tuning, supports robust probabilistic forecasts, and even provides options for datasets with messy or numerous zeros. It’s a powerful and easy-to-use API for AI/ML forecasting, enabling you to run and scale time-series machine learning models in the cloud effortlessly.
Experience the future of forecasting with Functime – the tool that revolutionizes the way you approach business forecasting at scale.
Overview:
Functime is an automated machine learning (AutoML) tool designed for modern-day business forecasting at scale. It allows users to forecast, backtest, and score 100,000 time series in under 10 seconds, which is 100x faster compared to other tools such as Amazon Forecast and u8darts. Functime is built from the ground up for speed and uses 20x less memory usage.
Functime seamlessly integrates holiday, weather, economic, and other external data to support exogenous features and causal analysis, which can be added from API integrations or user-provided datasets. The tool offers out-of-the-box utilities for adding exogenous features and interpreting every forecast using feature importance plots, Shapley values, and sensitivity analysis.
Functime also features GPT-4-enabled trend-seasonality analysis, which provides a fully customizable and fine-tuned GPT-4 model to describe and justify every prediction. Visualizations made with the ECharts and Plotly libraries can be shared instantly with other data scientists and business stakeholders or directly embedded into products.
The tool provides blazing-fast hyperparameter tuning and supports embarrassingly-parallel and robust probabilistic forecasts using quantile regression and state-of-the-art conformal prediction techniques. Additionally, Functime offers zero-inflated and censored forecast options for datasets with messy or numerous zeros.
Overall, Functime is a powerful and easy-to-use API for AI/ML forecasting that enables users to run and scale time-series machine learning models in the cloud with ease.
Benefits:
- Functime is 100x faster compared to other tools like Amazon Forecast and u8darts, allowing users to forecast, backtest, and score 100,000 time series in under 10 seconds.
- Functime uses 20x less memory usage, making it more efficient and resource-friendly.
- Functime seamlessly integrates holiday, weather, economic, and other external data to support exogenous features and causal analysis.
- The tool offers out-of-the-box utilities for adding exogenous features and interpreting every forecast using feature importance plots, Shapley values, and sensitivity analysis.
- Functime features GPT-4-enabled trend-seasonality analysis, providing a fully customizable and fine-tuned GPT-4 model to describe and justify every prediction.
- Visualizations made with the ECharts and Plotly libraries can be shared instantly with other data scientists and business stakeholders or directly embedded into products.
- The tool provides blazing-fast hyperparameter tuning and supports embarrassingly-parallel and robust probabilistic forecasts using quantile regression and state-of-the-art conformal prediction techniques.
- Functime offers zero-inflated and censored forecast options for datasets with messy or numerous zeros.
- Overall, Functime is a powerful and easy-to-use API for AI/ML forecasting that enables users to run and scale time-series machine learning models in the cloud with ease.
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