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

• Best of All Time

NPTEL;  IIT Kharagpur

Data Mining

25 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
• Free Online Course (Audit)

Mining Online Data Across Social Networks

Explore techniques for mining online data to capture temporal patterns, model influence, and infer hidden networks of information flow across social media and news platforms.

• YouTube
• 1 hour 4 minutes
• On-Demand
• Free Online Course

Data Mining - The Tool of the Information Age

Explore, analyze, and leverage data sets of any scale with guidance from Google's Search Scientist in this informative webinar on data mining techniques and applications.

• YouTube
• 52 minutes
• On-Demand
• Free Video

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
• Free Online Course (Audit)

Microcredential

Data Mining

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
• 35 weeks, 4 hours a week
• On-Demand
• Paid Course

Data Mining Project

45 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
• 10 hours 43 minutes
• 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
• 14 weeks, 3-5 hours a week
• On-Demand
• Free Online Course (Audit)

Data Mining and Knowledge Discovery

7 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)

Data Mining Project

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

• Coursera
• 19 hours
• On-Demand
• Free Online Course (Audit)

Microcredential

Data Mining Foundations and Practice

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
• 13 weeks, 7 hours a week
• On-Demand
• Paid Course
• 3 courses

Data Mining Pipeline

66 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
• 21 hours 28 minutes
• On-Demand
• Free Online Course (Audit)

Data Mining Methods

28 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 4 minutes
• On-Demand
• Free Online Course (Audit)

Data Mining for Smart Cities

Explore data mining techniques for smart cities using Python, covering supervised and unsupervised learning, anomaly detection, and advanced algorithms to extract actionable insights from urban data.

• Coursera
• 2 days 14 hours 48 minutes
• On-Demand
• Free Online Course (Audit)