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Computing for Data Analysis (edX)

A hands-on introduction to basic programming principles and practice relevant to modern data analysis, data mining, and machine learning. The modern data analysis pipeline involves collection, preprocessing, storage, analysis, and interactive visualization of data. In the course, you’ll see how computing and mathematics come together. [...]

Data Analytics for Business (edX)

This course prepares students to understand business analytics and become leaders in these areas in business organizations. Today, businesses, consumers, and societies leave behind massive amounts of data as a by-product of their activities. Leading-edge companies in every industry are using analytics to replace intuition and guesswork in their [...]

Introduction to Analytics Modeling (edX)

Learn essential analytics models and methods and how to appropriately apply them, using tools such as R, to retrieve desired insights. Analytical models are key to understanding data, generating predictions, and making business decisions. Without models it’s nearly impossible to gain insights from data. [...]

Data Structures & Algorithms IV: Pattern Matching, Dijkstra’s, MST, and Dynamic Programming Algorithms (edX)

Delve into Pattern Matching algorithms from KMP to Rabin-Karp. Tackle essential algorithms that traverse the graph data structure like Dijkstra’s Shortest Path. Study algorithms that construct a Minimum Spanning Tree (MST) from a graph. Explore Dynamic Programming algorithms. Use the course visualization tool to understand the algorithms and their [...]

Data Structures & Algorithms III: AVL and 2-4 Trees, Divide and Conquer Algorithms (edX)

Learn more complex tree data structures, AVL and (2-4) trees. Investigate the balancing techniques found in both tree types. Implement these techniques in AVL operations. Explore sorting algorithms with simple iterative sorts, followed by Divide and Conquer algorithms. Use the course visualizations to understand the [...]

AI for Teacher Assistance (edX)

Learn how artificial intelligence can be an assistant not only to students, but also to teachers. Conversational AI tools like ChatGPT have taken the world by storm, and education is one of the biggest areas for potential impact. In this course, educators will learn about the enormous potential these [...]

Chatbots for Instruction (edX)

Learn how chatbots can make ideal partners for students—as well as teachers—in instruction. Conversational AI tools like ChatGPT have taken the world by storm, and education is one of the biggest areas for potential impact. In this course, educators will learn about how to leverage these new technologies in [...]

Assessment Design with AI (edX)

Learn how to adjust your assessments to thrive—not just survive—in a world of pervasive conversational AI like ChatGPT. Conversational AI tools like ChatGPT have taken the world by storm, and education is one of the biggest areas for potential impact. In this course, teachers will learn how to adjust [...]

Probability and Statistics III: A Gentle Introduction to Statistics (edX)

This course provides an introduction to basic statistical concepts. We begin by walking through a library of probability distributions – including the normal distribution, which in turn leads to the Central Limit Theorem. We then discuss elementary descriptive statistics and estimation methods.

Probability and Statistics IV: Confidence Intervals and Hypothesis Tests (edX)

This course covers two important methodologies in statistics – confidence intervals and hypothesis testing. Confidence intervals allow us to make probabilistic statements such as: “We are 95% sure that Candidate Smith’s popularity is 52% +/- 3%.” Hypothesis testing allows us to pose hypotheses and test their validity in a [...]