BigProfiles is the AI Agent for data science, autonomously generating predictive models.
BigProfiles will handle everything: feature engineering, algorithm selection, backtesting, deployment, and real-time integrations.
BigProfiles autonomously aggregates the features of secondary tables in one-to-many relationships (e.g. a table containing several payments over time for each customer) and creates rolling time windows to model temporal phenomena (e.g. a customer who suddenly churns after 5 years).
Cleaning and analysing datasets takes a lot of time. BigProfiles will take care of sparse and highly unbalanced datasets, imputation of missing values, free text, dates and geographical feature extraction, data drift, PCA, collinearity and much more, providing the best dataset for your model.
BigProfiles trains and tests dozens of Machine Learning and Deep Learning algorithms and chooses the best one through stratified cross validation, temporal cross validation, custom datasets validation and much more.
BigProfiles seamlessly integrates with your databases or CRM. With BigProfiles you can import training datasets in one click, leverage real-time APIs, setup periodic predictions and automate periodic model retraining.
Deploy thousands of models, predict billions of records, connect dozens of data sources. Clone models to perform fine tuning, micro-model every behaviour, every campaign, every phenomenon.
You can use BigProfiles’ model as your benchmark, and you can always refine its choices and impose your own decisions. BigProfiles will also provide you an accurate data health check report that lists all the critical issues and gaps in your data.
Data visualization has never been easier. BigProfiles automatically builds a data analytics dashboard, which is fully customizable and allows you to see correlations between your data and the target variable at a glance.
BigProfiles is certified ISO 27001, is GDPR-compliant, offers an on-premises installation option, automatically encrypts all the data and let you setup an optional periodic data deletion.
With BigProfiles, you can equip your data science team with the perfect platform to scale predictive modeling and MLOps.
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