Data Science > > Probability and Statistics
Understanding and Visualizing Data with Python
In this course, learners will be introduced to the field of statistics, including where data come fr...
Survival Analysis in R for Public Health
Welcome to Survival Analysis in R for Public Health! The three earlier courses in this series covere...
Statistics for Data Science with Python
This Statistics for Data Science course is designed to introduce you to the basic principles of stat...
Statistical Thinking for Industrial Problem Solving, presented by JMP
Statistical Thinking for Industrial Problem Solving is an applied statistics course for scientists a...
Statistical Inference for Estimation in Data Science
This course introduces statistical inference, sampling distributions, and confidence intervals. Stud...
Statistical Inference and Hypothesis Testing in Data Science Applications
This course will focus on theory and implementation of hypothesis testing, especially as it relates...
Statistical Inference
Statistical inference is the process of drawing conclusions about populations or scientific truths f...
Reproducible Research
This course focuses on the concepts and tools behind reporting modern data analyses in a reproducibl...
Regression Models
Linear models, as their name implies, relates an outcome to a set of predictors of interest using li...
R Programming
In this course you will learn how to program in R and how to use R for effective data analysis. You...
Probability and Statistics: To p or not to p?
We live in an uncertain and complex world, yet we continually have to make decisions in the present...
Probability Theory: Foundation for Data Science
Understand the foundations of probability and its relationship to statistics and data science. We’ll...
Probabilistic Deep Learning with TensorFlow 2
Welcome to this course on Probabilistic Deep Learning with TensorFlow! This course builds on the fou...
Pre-MBA Statistics
Welcome to the Pre-MBA Statistics course! By the end of this course, you will be able to describe ho...
Practical Time Series Analysis
Welcome to Practical Time Series Analysis! Many of us are "accidental" data analysts. We trained in...
Modern Regression Analysis in R
This course will provide a set of foundational statistical modeling tools for data science. In parti...
Managing, Describing, and Analyzing Data
In this course, you will learn the basics of understanding the data you have and why correctly class...
Machine Learning: Regression
Case Study - Predicting Housing Prices In our first case study, predicting house prices, you will cr...
Linear Regression and Modeling
This course introduces simple and multiple linear regression models. These models allow you to asses...
Introduction to the Tidyverse
This course introduces a powerful set of data science tools known as the Tidyverse. The Tidyverse ha...