// 73 courses indexed
The course directory
Every course we track across 10+ providers, in one searchable index. Want a shortlist picked for your goals? Run a free skill gap analysis.
Introduction to Applied Machine Learning
This course is for professionals who have heard the buzz around machine learning and want to apply machine learning to data analysis and automation. Whether finance, medicine, engineering, business or other domains, this course will introduce you to problem definition and data preparation in a machine learning project. By the end of the course, you will be able to clearly define a machine learning problem using two approaches. You will learn to survey available data resources and identify potential ML applications. You will learn to take a business need and turn it into a machine learning app
All levels
ThoughtSpot-Based BI Analytics
In this course, you’ll gain the skills to turn complex data into actionable insights with ThoughtSpot’s intuitive analytics platform. Imagine navigating through a business meeting where the future strategies hinge on last quarter's data analysis. This course will empower you to bypass the limitations of traditional dashboards and get the critical insights you need instantly. Using interactive dashboards, AI-powered analytics, and real-world scenarios, you’ll gain the confidence to make data-driven decisions and elevate business performance. This course is ideal for Data Analysts, BI Professio
All levels
Matrix Methods
Mathematical Matrix Methods lie at the root of most methods of machine learning and data analysis of tabular data. Learn the basics of Matrix Methods, including matrix-matrix multiplication, solving linear equations, orthogonality, and best least squares approximation. Discover the Singular Value Decomposition that plays a fundamental role in dimensionality reduction, Principal Component Analysis, and noise reduction. Optional examples using Python are used to illustrate the concepts and allow the learner to experiment with the algorithms.
All levels
Process Data from Dirty to Clean
This is the fourth course in the Google Data Analytics Certificate. In this course, you’ll continue to build your understanding of data analytics and the concepts and tools that data analysts use in their work. You’ll learn how to check and clean your data using spreadsheets and SQL, as well as how to verify and report your data cleaning results. Current Google data analysts will continue to instruct and provide you with hands-on ways to accomplish common data analyst tasks with the best tools and resources. Learners who complete this certificate program will be equipped to apply for introduc
All levels
Foundations of Healthcare Data Analytics
Healthcare generates vast amounts of data every day from electronic health records and lab systems to imaging, devices, and claims. If you’re looking to build analytics skills for healthcare, or eager to understand and work with healthcare data more effectively, this course is for you. In this course, you’ll explore the foundational landscape of healthcare data and understand what makes it distinct from other domains. You’ll learn how data flows through clinical and administrative systems, the formats and standards that shape it, and the challenges posed by fragmentation, interoperability iss
All levels
Lean Six Sigma Professional Track - From Green to Black Belt
This course features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you test your knowledge, challenge assumptions, and deepen your understanding as you progress through the course. The Lean Six Sigma Professional Track is designed to take you on a journey from Green Belt to Black Belt expertise. This course provides a deep dive into the Six Sigma methodology, focusing on process improvement, data analysis, and project management. You will gain a comprehensive understanding of the DMAIC (Define, Measure, Analyze, Improve, Control) framework, with a
All levels
What is Qualitative Research?
This is primarily aimed at first- and second-year undergraduates interested in psychology, data analysis, and qualitative research methods along with high school students and professionals with similar interests. This introduction to qualitative research in psychology provides an in-depth exploration of individuals' lived experiences through methods like interviews and observations. It delves into the historical, philosophical, and cross-disciplinary foundations of qualitative research, illustrating these foundations with a variety of examples, activities, and self-assessments. The course aim
All levels
Advanced Data Analysis with ChatGPT
Have you ever wondered how AI can transform raw data into actionable insights? This short course was designed to help data scientists and professionals harness the power of ChatGPT for advanced data analysis. By completing this course, you'll learn how to apply the advanced features of Chat GPT to extract insights and generate comprehensive reports from complex data sets, giving you a competitive edge in data-driven decision-making. By the end of this 3-hour long commitment, you will be able to: • recognize the advanced data analysis capabilities and features of ChatGPT • apply prompt enginee
All levels
Transform, Analyze, and Report Data with R
This beginner-level course is your entry into the world of robust, scalable data analysis with R. Designed for aspiring analysts, you will learn to build sophisticated, end-to-end projects from the ground up. You'll master the "Tidyverse" approach, using dplyr to write clean, pipe-based workflows that merge, filter, and prepare complex raw data for analysis. You will also master automation—the hallmark of a modern analyst. Using R Markdown and knitr, you'll transform static scripts into dynamic reports that automatically update visualizations with new data. Finally, you'll dive into data scie
All levels
Intro to Null Hypothesis Significance Testing with z-test
This is primarily aimed at first- and second-year undergraduates interested in psychology, data analysis, and quantitative research methods along with high school students and professionals with similar interests. This course delves into the foundational concepts of probability and statistics, emphasizing the importance of random sampling and the normal distribution. Students will learn to apply statistical methods, including z-scores, effect size, and confidence intervals in the context of null hypothesis significance testing. The course also covers the implications of the central limit theo
All levels
NumPy & Pandas: Analyze & Manage Retail Data
Build practical numerical computing and retail data analysis skills with NumPy and Pandas. Designed for aspiring data analysts, business intelligence professionals, and Python enthusiasts, this hands-on course guides you from NumPy foundations to advanced Pandas techniques through case studies and retail datasets. You’ll learn to create and manipulate NumPy arrays using slicing, reshaping, stacking, and broadcasting; apply linear algebra operations and implement gradient descent for analytical problems. You’ll then use Pandas to import data from multiple sources, clean and transform retail da
All levels
Alteryx Advanced
Updated in May 2025. This course now features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you test your knowledge, challenge assumptions, and deepen your understanding as you progress through the course. Dive into advanced data analytics with our Alteryx course: - Begin by mastering data cleansing, handling multiple files, sampling, and regex for parsing XML. - Enhance your skills with in-database processing, blending, and selecting data efficiently. - Advance to app and macro customization, creating batch macros, and handling errors with
All levels
Complex Retrieval Queries in MySQL Workbench
In this intermediate-level course you will use MySQL Workbench to expand your basic SQL query-writing skills with more complex examples and activities. In hands-on activities in MySQL Workbench, you will write and execute SQL queries that retrieve data from multiple tables. In addition, you will generate queries that summarize data and perform calculations. Nested queries and SQL scripting rounds out the course content. While the course concentrates on query writing, you also get a taste of the problem-solving and data analysis efforts required for complex query construction and query results
All levels
Python for Data Analysis: Step-By-Step with Projects
This course features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you test your knowledge, challenge assumptions, and deepen your understanding as you progress through the course. In this hands-on course, you will learn how to use Python for data analysis through practical, step-by-step projects. You will start with Python basics, including data types, functions, and loops, and then dive into the powerful Pandas library to load, manipulate, and clean data. As you explore data, you'll master techniques like combining datasets, renaming columns, sor
All levels
AWS Data Analytics and Processing
The **Data Analytics and Processing on AWS** course is designed to provide learners with a comprehensive understanding of AWS services used for data analytics, big data processing, data integration, and visualization. This course introduces the core AWS analytics services that enable organizations to ingest, process, analyze, and visualize large volumes of data, helping them build scalable, data-driven solutions in the cloud. The course covers key services such as Amazon Redshift for data warehousing, Amazon EMR for big data processing, Amazon Kinesis Data Streams and Amazon Data Firehose for
All levels
Google Data Analytics Professional Certificate
Google's job-ready data analytics path: spreadsheets, SQL, Tableau, R, and data storytelling.
Beginner
IBM Data Science Professional Certificate
Python, SQL, data analysis, visualization, machine learning, and a capstone project.
Beginner
Excel Skills for Business Specialization (Macquarie)
From Excel essentials to advanced formulas, dashboards, and automation.
Beginner
Google Advanced Data Analytics Professional Certificate
Statistics, Python, regression, and machine learning for experienced analysts.
Intermediate
Google Analytics Certification (GA4)
Free Google Skillshop certification on GA4 setup, reports, and conversion measurement.
Beginner
Microsoft Power BI Data Analyst Professional Certificate
Prepare data, build dashboards, and earn a Power BI analyst credential from Microsoft.
Beginner
People Analytics (Wharton)
Wharton's data-driven approach to talent management — staffing, collaboration, and performance evaluation with hard data.
Intermediate