In most business cases, it is hard to forecast the future due to data limitations.
In other cases where it is possible to make reasonable forecasts, even a slight improvement in the forecasting accuracy can yield enormous gains.
As a result, what you need is a custom AI based solution that would fit to your data.
By having accurate future forecasts, you can optimize all your marketing parameters including pricing, stock levels, campaigns, branch geolocations, product categorization etc.
This is exactly where Predy shines!
Predy is built on top of a proven deep learning framework designed by our top AI architects and engineers with decades of academic and professional experience in the field.
Predy implements all the state-of-the-art statistical, machine learning and deep learning models and can combine them at many different levels.
Because we believe data science is an art and the best spatio-temporal future forecasts are only achievable with custom prediction models tailored to your data, we dedicate our best data scientists (we call them data artists) for you, and they build the best models on top of our extensive robust framework.
Predy is more than a prediction system. It is a complete and end-to-end solution with many unique features like data analysis and visualization, online learning, exogenous-info utilization etc.
Predy turns deep learning technology into a fully functional and easy-to-use spatio-temporal prediction system.
Predy supports temporal, spatial, spatio-temporal or graph-structured data on both discrete and continuous spaces.
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Predy supports statistical models, classical machine learning models (decision tree based models, MLPs, SVRs etc.), deep models (RNN, TCN, CNN etc.), point process based models, and their variants and combinations.
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Predy supplements and completes “your data” with exogenous information (be it static such as geographic info, periodic such as special dates, predictable such as weather info or unpredictable such as social media contents) to increase forecasting accuracy.
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Predy keeps feeding “your” forecast models with live data to improve prediction performance over time.
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Predy can process huge amounts of stored/streaming data in real-time without any memory constraints.
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Predy supports ensembling (mixture-of-experts) in different layers: Hierarchical level, regional level, data level, combination level.
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Predy can produce short/long-term forecasts ranging from seconds to decades depending on the data and your needs.
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Predy can automatically extract numerous types of features from your data to be used by forecasting models.
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Predy provides interactive UI tools for data analysis, data visualization and other forecasting utilities.
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Be it statistical, ML/DL based, or other variants, plain models reveal the most obvious relationships in your data and produce forecasts with mediocre to average accuracy.
As your data grows in size, dimension and variety, plain models fail to produce satisfactory forecasts. In such cases, custom models need to be designed for your data, and we believe, this is an art and requires artistic mastery besides quality engineering work!
That is why our team has the best data scientists and we call them data artists!
Why we think Data Science is an art?
Predy can help you make the ad planning for your products so that you can offer your customers the right product at the right time.
Predy can help you take the required steps to avoid possible customer churn via accurate forecasts and timely alarms.
If your business is to maintain the public order, Predy can even help you to avoid possible crimes via timely spatio-temporal forecasts.