- From www.edx.org
Data Science: Inferential Thinking through Simulations
- Self-paced
- Free Access
- Fee-based Certificate
- 5 Sequences
- Introductive Level
Course details
Syllabus
- The logical and conceptual frameworks of statistical inference
- How to conduct hypothesis testing, permutation testing, and A/B testing
- The purpose and power of resampling methods
- Relations between sample size and accuracy
- P-values, quantifying uncertainty, and generating confidence intervals using the bootstrap method
- How to interpret the results from hypothesis testing
Prerequisite
Instructors
Ani Adhikari
Teaching Professor of Statistics
UC Berkeley
John DeNero
Giancarlo Teaching Fellow in the EECS Department
UC Berkeley
David Wagner
Professor of Computer Science
UC Berkeley
Editor
The University of California, Berkeley was chartered in 1868, and its flagship campus — envisioned as a "City of Learning" — was established at Berkeley, on San Francisco Bay. Berkeley faculty consists of 1,582 full-time and 500 part-time faculty members dispersed among more than 130 academic departments and more than 80 interdisciplinary research units. Berkeley alumni have received 28 Nobel prizes, and there are eight Nobel Laureates, 32 MacArthur Fellows, and four Pulitzer Prize winners among the current faculty.
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