Advanced Statistics for Data Science

S$550

S$570

Instructor: Brian Caffo, PhDLanguage: English

About the course

Fundamental concepts in probability, statistics and linear models are primary building blocks for data science work. Learners aspiring to become biostatisticians and data scientists will benefit from the foundational knowledge being offered in this specialization. It will enable the learner to understand the behind-the-scenes mechanism of key modeling tools in data science, like least squares and linear regression.

This specialization starts with Mathematical Statistics bootcamps, specifically concepts and methods used in biostatistics applications. These range from probability, distribution, and likelihood concepts to hypothesis testing and case-control sampling.

This specialization requires a fair amount of mathematical sophistication. Basic calculus and linear algebra are required to engage in the content.

Syllabus

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