Functime

Functime is an automated machine learning (AutoML) tool designed to simplify and accelerate business forecasting. It empowers users to forecast, backtest, and score time series data in mere seconds, significantly faster than traditional tools like Amazon Forecast and U Darts. Built for speed and efficiency, Functime utilizes a fraction of the memory compared to other solutions.

Highlights

• Lightning-fast Forecasting: Generates time series predictions in seconds, enabling rapid analysis and insights.
• Seamless Integrations: Integrates effortlessly with external data sources like holidays, weather, economic indicators, and custom datasets to enrich forecasts.
• Explainable AI: Provides clear explanations for each prediction using feature importance plots, Shapley values, and sensitivity analysis, making the results more transparent and understandable.
• GPT-powered Trend Analysis: Utilizes a sophisticated GPT model to analyze and explain seasonality and trends in time series data.

Key Features

• Automated Machine Learning: Simplifies the forecasting process with automated model selection and hyperparameter tuning.
• Scalable Cloud Infrastructure: Enables users to scale thousands of forecasts in minutes, handling large datasets with ease.
• External Data Integration: Incorporates external factors like holidays, weather, and economic data to enhance forecast accuracy.
• Explainable AI: Offers insights into prediction rationale through visualizations and interpretable techniques.
• Probabilistic Forecasting: Supports robust probabilistic forecasts using quantile regression and conformal prediction methods.
• Zero Inflation and Censored Forecasting: Addresses datasets with unusual patterns, including frequent zeros or censored data.
• Advanced Visualization: Provides interactive visualizations using Echarts and Plotly libraries for easy sharing and embedding in dashboards and reports.