Data Mining Courses

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
• 17 hours worth of material, 4 weeks long
• 6th Mar, 2023
• 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
• 22 hours worth of material, 6 weeks long
• 13th Mar, 2023
• Free Online Course (Audit)

Mining Online Data Across Social Networks

Capturing Data, Modeling Patterns, Predicting Behavior. Capturing Data, Modeling Patterns, Predicting Behavior - Based on collecting more than 20 million blog posts and news media articles per day, Professor Jure Leskovec discusses how to mine such data…

• YouTube
• 1-2 hours worth of material
• On-Demand
• Free Online Course

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 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
• 21 hours worth of material, 4 weeks long
• 6th Mar, 2023
• 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
• 23 hours worth of material, 4 weeks long
• 6th Mar, 2023
• 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
• 38 hours worth of material, 4 weeks long
• 6th Mar, 2023
• 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
• 33 hours worth of material, 6 weeks long
• 27th Feb, 2023
• 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
• 21 hours worth of material, 4 weeks long
• 6th Mar, 2023
• Free Online Course (Audit)

Cluster Analysis in Data Mining

7 reviews

Discover the basic concepts of cluster analysis, and then study a set of typical clustering methodologies, algorithms, and applications. This includes partitioning methods such as k-means, hierarchical methods such as BIRCH, and density-based methods suc…

• Coursera
• 17 hours worth of material, 4 weeks long
• 27th Feb, 2023
• Free Online Course (Audit)

NPTEL;  IIT Kharagpur

Data Mining

1 review

The course will cover the fundamentals of data mining. It will explain the basic algorithms like data preprocessing, association rules, classification, clustering, sequence mining and visualization. It will also explain implementations in open-source sof…

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

Intro to Analytic Thinking, Data Science, and Data Mining

102 ratings at Coursera

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
• 7-8 hours worth of material, 4 weeks long
• 27th Feb, 2023
• Free Online Course (Audit)

University of Waikato

Data Mining with Weka

Syllabus: Data Mining with Weka: Trailer.Data Mining with Weka (1.1: Introduction).Data Mining with Weka (1.2: Exploring the Explorer).Data Mining with Weka (1.3: Exploring datasets).Data Mining with Weka (1.4: Building a classifier).Data Mining with Wek…

• YouTube
• 4-5 hours worth of material
• On-Demand
• Free Online Course

University of Waikato

More Data Mining with Weka

Syllabus: More Data Mining with Weka: Trailer.More Data Mining with Weka (1.1: Introduction).More Data Mining with Weka (1.2: Exploring the Experimenter).More Data Mining with Weka (1.3: Comparing classifiers).More Data Mining with Weka (1.4: The Knowled…

• YouTube
• 4-5 hours worth of material
• On-Demand
• Free Online Course