This introductory course is for SAS software users who perform statistical analyses using SAS/STAT software. The focus is on t tests, ANOVA, and linear regression, and includes a brief introduction to logistic regression. … [Read more...] about Introduction to Statistical Analysis: Hypothesis Testing
Math and Logic
Shortest Paths Revisited, NP-Complete Problems and What To Do About Them
The primary topics in this part of the specialization are: shortest paths (Bellman-Ford, Floyd-Warshall, Johnson), NP-completeness and what it means for the algorithm designer, and strategies for coping with computationally intractable problems (analysis of heuristics, local search). … [Read more...] about Shortest Paths Revisited, NP-Complete Problems and What To Do About Them
Mathematics for Machine Learning: PCA
This intermediate-level course introduces the mathematical foundations to derive Principal Component Analysis (PCA), a fundamental dimensionality reduction technique. We'll cover some basic statistics of data sets, such as mean values and variances, we'll compute distances and angles between vectors using inner products and derive orthogonal projections of data onto … [Read more...] about Mathematics for Machine Learning: PCA
Introduction to Graph Theory
We invite you to a fascinating journey into Graph Theory — an area which connects the elegance of painting and the rigor of mathematics; is simple, but not unsophisticated. Graph Theory gives us, both an easy way to pictorially represent many major mathematical results, and insights into the deep theories behind them. In this online course, among other intriguing … [Read more...] about Introduction to Graph Theory
Everyday Excel, Part 1
"Everyday Excel, Part 1" is aimed at learners who are seeking to learn Excel from the ground up. No experience with Excel is necessary. While this course is meant for beginners of Excel, advanced users will undoubtedly pick up new skills and tools. This course is the first part of a three-part series and Specialization that focuses on teaching introductory through very … [Read more...] about Everyday Excel, Part 1
