# Data Science

### A Crash Course in Causality: Inferring Causal Effects from Observational Data

We have all heard the phrase “correlation does not equal causation.” What, then, does equal causatio...

### AI for Medical Prognosis

AI is transforming the practice of medicine. It’s helping doctors diagnose patients more accurately,...

### ANOVA and Experimental Design

This second course in statistical modeling will introduce students to the study of the analysis of v...

### Advanced Computer Vision with TensorFlow

In this course, you will: a) Explore image classification, image segmentation, object localization,...

### Advanced Linear Models for Data Science 1: Least Squares

Welcome to the Advanced Linear Models for Data Science Class 1: Least Squares. This class is an intr...

### Algebra and Differential Calculus for Data Science

Are you interested in Data Science but lack the math background for it? Has math always been a tough...

### An Intuitive Introduction to Probability

This course will provide you with a basic, intuitive and practical introduction into Probability The...

### Applied Data Science Capstone

This capstone project course will give you a taste of what data scientists go through in real life w...

### Basic Statistics

Understanding statistics is essential to understand research in the social and behavioral sciences....

### Bayesian Statistics

This course describes Bayesian statistics, in which one's inferences about parameters or hypotheses...

### Bayesian Statistics: From Concept to Data Analysis

This course introduces the Bayesian approach to statistics, starting with the concept of probability...

### Bayesian Statistics: Mixture Models

Bayesian Statistics: Mixture Models introduces you to an important class of statistical models. The...

### Bayesian Statistics: Techniques and Models

This is the second of a two-course sequence introducing the fundamentals of Bayesian statistics. It...

### Bayesian Statistics: Time Series Analysis

This course for practicing and aspiring data scientists and statisticians. It is the fourth of a fou...

### BigQuery Machine Learning using Soccer Data

This is a self-paced lab that takes place in the Google Cloud console. Learn how to use BigQuery ML...

### Causal Inference

This course offers a rigorous mathematical survey of causal inference at the Master’s level. Inferen...

### Creating Features for Time Series Data

This course focuses on data exploration, feature creation, and feature selection for time sequences....

### Custom Models, Layers, and Loss Functions with TensorFlow

In this course, you will: • Compare Functional and Sequential APIs, discover new models you can buil...

### Data Science Ethics

What are the ethical considerations regarding the privacy and control of consumer information and bi...

### Data Science Fundamentals for Data Analysts

In this course we're going to guide you through the fundamental building blocks of data science, one...