ClickHouse is a fast, open-source, column-oriented SQL database that is very useful for data analysis and real-time analytics and with MindsDB can be turned into a powerful machine learning platform for business forecasting.
In this article, we will
- Guide you through the machine learning workflow and how to use ClickHouse’s powerful tools, like materialized views, to better and more effectively handle data cleaning and preparation - especially for the large datasets with billions of rows of data,
- Explore the concept of AI Tables from MindsDB and how they can be used within ClickHouse to automatically build predictive models and make forecasts using simple SQL statements, and
- Share how MindsDB automates really complex machine learning tasks, like multivariate time-series analysis with high cardinality, show how to detect anomalies, and visualize these predictions.