Foundation of Data Science

Course objective

The objective of this course is to introduce the core concepts, tools, and methodologies of data science, covering the entire data science process from data acquisition, manipulation, visualization, probability and statistics to machine learning, with applications in business and engineering.

Syllabus at a glance

1. 1Introduction to Data Science
2. 2Mathematics for Data Science
3. 3Data Understanding and Preprocessing
4. 4Data Analysis
5. 5Regression and Predictive Modeling
6. 6Modeling and Validation Processes
7. 7Ethics and Recent Trends