Data Science

Sub Categories

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...