Data Mining Courses and Certifications

NPTEL;  IIT Kharagpur

Data Mining

39 reviews

Comprehensive exploration of data mining techniques, covering preprocessing, association rules, classification methods, and clustering algorithms for extracting valuable insights from datasets.

• YouTube
• 16 hours
• On-Demand
• Free Video

Pattern Discovery in Data Mining

21 reviews

Explore data mining concepts, methodologies, and applications, focusing on pattern discovery. Learn scalable methods for massive transactional data, evaluation measures, and techniques for mining diverse patterns.

• Coursera
• 17 hours 17 minutes
• On-Demand
• Paid Course

Cluster Analysis in Data Mining

7 reviews

Explore clustering methodologies, algorithms, and applications in data mining. Learn partitioning, hierarchical, and density-based methods, along with validation techniques and real-world examples.

• Coursera
• 16 hours 30 minutes
• On-Demand
• Paid Course

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
• 7 weeks, 5-10 hours a week
• On-Demand
• Free Online Course (Audit)

• Best of All Time

Microcredential

Data Mining

2940 ratings at Coursera

Comprehensive exploration of data mining techniques for structured and unstructured data, covering visualization, text retrieval, analytics, pattern discovery, and clustering, with a practical Yelp-based capstone project.

• Coursera
• 12 weeks, 10 hours a week
• On-Demand
• Paid Course

Data Mining in Python

Discover how to extract valuable insights from large datasets using Python, covering itemsets, vectors, matrices, and sequences with real-world applications.

• Coursera
• 2 days 5 hours 51 minutes
• On-Demand
• Paid Course

Data Mining Project

50 ratings at Coursera

Analyze Yelp restaurant reviews to discover insights on cuisines, popular dishes, and dining recommendations. Apply data mining techniques to visualize opinions and construct cuisine maps.

• Coursera
• 14 hours 43 minutes
• On-Demand
• Paid Course

Data Mining with R: Go from Beginner to Advanced!

428 ratings at Udemy

Learn to use R software for data analysis, visualization, and to perform dozens of popular data mining techniques.

• Udemy
• 11 hours 54 minutes
• On-Demand
• Paid Course

Data Mining for Business Analytics & Data Analysis in Python

425 ratings at Udemy

Python for Data Analytics & Explainable Artificial Intelligence. Data Mining for Business Data Analytics & Intelligence.

• Udemy
• 9 hours 2 minutes
• On-Demand
• Paid Course

Microcredential

Data Mining Foundations and Practice

175 ratings at Coursera

Discover patterns in large-scale datasets through key data mining concepts and techniques. Learn data preprocessing, modeling, frequent pattern analysis, classification, clustering, and gain hands-on project experience.

• Coursera
• 8 weeks, 10 hours a week
• On-Demand
• Paid Course
• 3 courses

WEKA - Data Mining with Open Source Machine Learning Tool

369 ratings at Udemy

WEKA tool for data preparation, classification, regression, clustering, association rules mining, and visualization

• Udemy
• 3 hours 30 minutes
• On-Demand
• Free Online Course

Data Mining Pipeline

112 ratings at Coursera

Explore key steps in data mining: understanding, preprocessing, warehousing, modeling, interpretation, and real-world applications. Gain practical skills for effective data analysis and decision-making.

• Coursera
• 22 hours 4 minutes
• On-Demand
• Paid Course

Data Mining Methods

71 ratings at Coursera

Explore core data mining techniques including pattern analysis, classification, clustering, and outlier analysis. Learn advanced methods for complex data and discover research frontiers in the field.

• Coursera
• 1 day 35 minutes
• On-Demand
• Paid Course

Data Mining Project

31 ratings at Coursera

Gain hands-on experience designing and implementing a real-world data mining project, from problem formulation to evaluation and future work.

• Coursera
• 19 hours 21 minutes
• On-Demand
• Paid Course

Data Mining and Knowledge Discovery

8 ratings at edX

Learn how to discover knowledge in data via data mining.

• edX
• 8 weeks, 6-10 hours a week
• On-Demand
• Free Online Course (Audit)