Functime
Description
Functime is an innovative AutoML tool for lightning-fast forecasting at scale. Backed by GPT-4, it effortlessly integrates external data, while offering feature importance plots, Shapley values, and sensitivity analysis for enhanced interpretation. With robust quantile regression and conformal prediction techniques, Functime ensures accurate forecasts. Highly customizable and easy to share, this powerful API is perfect for cloud-based time-series ML models.
About Functime
Welcome to Functime, the ultimate solution for automated machine learning (AutoML) in modern-day business forecasting. With Functime, you can effortlessly forecast, backtest, and score a massive 100,000 time series in under 10 seconds, making it 100 times faster than other tools like Amazon Forecast and u8darts. But it doesn't stop there. Functime also utilizes a groundbreaking technology that requires 20 times less memory compared to other tools.
One of the key features of Functime is its seamless integration of external data, including holiday, weather, and economic data, which enables the tool to support exogenous features and causal analysis. You can easily add these external data sources through API integrations or by using your own datasets.
To make your forecasting experience even better, Functime offers a range of convenient utilities. You can quickly add exogenous features and gain insights into each forecast through feature importance plots, Shapley values, and sensitivity analysis. Additionally, Functime incorporates GPT-4-enabled trend-seasonality analysis, allowing you to fully customize and fine-tune your GPT-4 model for accurate predictions. You can instantly share your visualizations, created with the ECharts and Plotly libraries, with other data scientists and business stakeholders, or embed them directly into your products.
But that's not all. Functime also boasts blazing-fast hyperparameter tuning, alongside embarrassingly-parallel and robust probabilistic forecasts that utilize state-of-the-art quantile regression and conformal prediction techniques. It even provides options for dealing with messy or numerous zeros in your datasets with zero-inflated and censored forecast functionalities.
With Functime, you can run and scale time-series machine learning models in the cloud effortlessly. Experience the power and ease of use with Functime's powerful API for AI/ML forecasting. Take your business forecasting to the next level!