Foundations for Machine Learning and Data Science for Developers - DZone Big Data

This tutorial introduces machine learning and data science concepts for developers. On the web, we already have many excellent resources for learning data science, however, the sheer amount of material can, in itself, be daunting. This is based on my insights from the Enterprise AI course and also the Data Science for IoT course which I teach at Oxford University. I also address a broader question: Which maths and stats techniques do you need for data science? A knowledge of algorithms (maths and stats) is the main differentiator between traditional programming and analytics-based programming. Having said that, it helps to start with programming and approach the maths (initially) through APIs and libraries.