Data Mining Courses

Mining Massive Datasets

25 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
• 20th Sep, 2021
• 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
• 27th Sep, 2021
• 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 Sep, 2021
• 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
• 16 hours worth of material, 4 weeks long
• 27th Sep, 2021
• 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
• 7 hours worth of material, 4 weeks long
• 27th Sep, 2021
• 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
• 3 hours worth of material, 4 weeks long
• 27th Sep, 2021
• Free Online Course (Audit)

The Analytics Edge (Spring 2017)

Course FeaturesVideo lecturesCaptions/transcriptInteractive assessmentsLecture notesAssignments: problem sets with solutionsCourse DescriptionThis course presents real-world examples in which quantitative methods provide a significant competitive edge t…

• MIT OpenCourseWare
• 16 hours worth of material
• Self paced
• Free Online Course

Introduction to Text Mining with R

This course gives you access to the text mining techniques that are used by top data scientists from all over the world. Since most information available online in the form of text, knowing when and how to use these techniques, algorithms and models will…

• Coursera
• 11 hours worth of material, 5 weeks long
• 20th Sep, 2021
• 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
• 20 hours worth of material, 4 weeks long
• 20th Sep, 2021
• 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
• 22 hours worth of material, 4 weeks long
• 20th Sep, 2021
• Free Online Course (Audit)

Machine Learning e Data Mining in R

Il corso Machine Learning e Data Mining in R è rivolto a chiunque voglia avere una pratica panoramica delle tecniche di apprendimento automatico, dalle più interpretabili - come l’analisi di regressione, delle componenti principali e dei gruppi - a quell…

• Coursera
• 30 hours worth of material, 4 weeks long
• 20th Sep, 2021
• Free Online Course (Audit)

Foundations of mining non-structured medical data

1 review

The goal of this course is to understand the foundations of Big Data and the data that is being generated in the health domain and how the use of technology would help to integrate and exploit all those data to extract meaningful information that can be…

• Coursera
• 6 hours worth of material, 5 weeks long
• 27th Sep, 2021
• Free Online Course (Audit)

Yonsei University

Hands-on Text Mining and Analytics

This course provides an unique opportunity for you to learn key components of text mining and analytics aided by the real world datasets and the text mining toolkit written in Java. Hands-on experience in core text mining techniques including text prepro…

• Coursera
• 13 hours worth of material, 6 weeks long
• 27th Sep, 2021
• Free Online Course (Audit)

NPTEL;  Indian Institute of Technology, Kharagpur

Data Mining

Syllabus: Lecture 1 Introduction, Knowledge Discovery Process. Lecture 2 Data Preprocessing - I. Lecture 3 Data Preprocessing - II. Lecture 4 Association Rules. Lecture 5 Apriori algorithm. Lecture 6 : Rule generation. Lecture 7 : Classification. Lecture…

• YouTube
• 16 hours worth of material
• Self paced
• Free Online Course