Data Wearhouse Fundamentals

The complete guide to data mining using python and R programming

This textbook's significant contribution is the unified derivation of data-assimilation techniques from a common fundamental and optimal starting point, namely Bayes' theorem. Unique for this book is the "top-down" derivation of the assimilation methods. It starts from Bayes theorem and gradually introduces the assumptions and approximations needed to arrive at today's popular data-assimilation methods.

Data Lakehouse, Data Science, Big Data, Data Warehouse, Data Analysis, Data Architecture, Data Management, Databases

Do your product dashboards look funky? Are your quarterly reports stale? Is the data set you're using broken or just plain wrong? These problems affect almost every team, yet they're usually addressed on an ad hoc basis and in a reactive manner. If you answered yes to these questions, this book is for you.

Learn the Data Lake Essentials: Data Architecture, Benefits, Implementation, Tools, Best Practices of a modern Data Lake