Data Mining Courses and Certifications

Mining Massive Datasets

24 reviews

The course is based on the text Mining of Massive Datasets by Jure Leskovec, Anand Rajaraman, and Jeff Ullman, who by coincidence are also the instructors for the course.

• edX
• 5-10 hours a week, 7 weeks long
• Self paced
• Free Online Course (Audit)

• Best of All Time

Pattern Discovery in Data Mining

21 reviews

Learn the general concepts of data mining along with basic methodologies and applications. Then dive into one subfield in data mining: pattern discovery. Learn in-depth concepts, methods, and applications of pattern discovery in data mining. We will also…

• Coursera
• 4 weeks long
• On-Demand
• Free Online Course (Audit)

The Analytics Edge (Spring 2017)

2 reviews

This course presents real-world examples in which quantitative methods provide a significant competitive edge that has led to a first order impact on some of today's most important companies.

• MIT OpenCourseWare
• 16 hours worth of material
• On-Demand
• Free Online Course

Data Mining Project

Note: You should complete all the other courses in this Specialization before beginning this course. This six-week long Project course of the Data Mining Specialization will allow you to apply the learned algorithms and techniques for data mining from t…

• Coursera
• 6 weeks long
• On-Demand
• Free Online Course (Audit)

Eindhoven University of Technology

Process Mining: Data science in Action

17 reviews

Process mining is the missing link between model-based process analysis and data-oriented analysis techniques. Through concrete data sets and easy to use software the course provides data science knowledge that can be applied directly to analyze and impr…

• Coursera
• 6 weeks long
• On-Demand
• Free Online Course (Audit)

Data Mining Methods

This course covers the core techniques used in data mining, including frequent pattern analysis, classification, clustering, outlier analysis, as well as mining complex data and research frontiers in the data mining field. Data Mining Methods can be ta…

• Coursera
• 4 weeks long
• On-Demand
• Free Online Course (Audit)

Data Mining Pipeline

This course introduces the key steps involved in the data mining pipeline, including data understanding, data preprocessing, data warehousing, data modeling, interpretation and evaluation, and real-world applications. Data Mining Pipeline can be taken f…

• Coursera
• 4 weeks long
• On-Demand
• Free Online Course (Audit)

Data Mining Project

This course offers step-by-step guidance and hands-on experience of designing and implementing a real-world data mining project, including problem formulation, literature survey, proposed work, evaluation, discussion and future work. Data Mining Projec…

• Coursera
• 4 weeks long
• On-Demand
• Free Online Course (Audit)

Text Mining and Analytics

10 reviews

This course will cover the major techniques for mining and analyzing text data to discover interesting patterns, extract useful knowledge, and support decision making, with an emphasis on statistical approaches that can be generally applied to arbitrary…

• Coursera
• 6 weeks long
• On-Demand
• Free Online Course (Audit)

Data mining of Clinical Databases - CDSS 1

This course will introduce MIMIC-III, which is the largest publicly Electronic Health Record (EHR) database available to benchmark machine learning algorithms. In particular, you will learn about the design of this relational database, what tools are ava…

• Coursera
• 4 weeks long
• On-Demand
• Free Online Course (Audit)

O.P. Jindal Global University

Text Mining for Marketing

Welcome to the Text Mining for Marketing course! This course will introduce you to the principles and methods of text mining as they apply to the field of marketing. You will learn how and why to use text mining to inform marketing decisions and strategi…

• Coursera
• 4 weeks long
• On-Demand
• Free Online Course (Audit)

Intro to Analytic Thinking, Data Science, and Data Mining

1 review

Welcome to Introduction to Analytic Thinking, Data Science, and Data Mining. In this course, we will begin with an exploration of the field and profession of data science with a focus on the skills and ethical considerations required when working with da…

• Coursera
• 4 weeks long
• On-Demand
• Free Online Course (Audit)

Cluster Analysis, Association Mining, and Model Evaluation

Welcome to Cluster Analysis, Association Mining, and Model Evaluation. In this course we will begin with an exploration of cluster analysis and segmentation, and discuss how techniques such as collaborative filtering and association rules mining can be a…

• Coursera
• 4 weeks long
• On-Demand
• Free Online Course (Audit)

Data Mining: Theories and Algorithms for Tackling Big Data | 数据挖掘：理论与算法

2 reviews

Unraveling the mysteries of Data Mining and Big Data, this course is a must-have for any budding Data Scientist. 最有趣的理论+最有用的算法=不得不学的数据科学。

• edX
• 3-5 hours a week, 14 weeks long
• Self paced
• Free Online Course (Audit)

Eindhoven University of Technology

Introduction to Process Mining with ProM

6 ratings at FutureLearn

Learn how to use the free, open source process mining framework (ProM) to analyse, visualise, and improve processes based on data.

• FutureLearn
• 3 hours a week, 4 weeks long
• Self paced
• Free Online Course (Audit)