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

• Best of All Time

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)

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

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

Coal: From Mining to Electricity Generation and Future Outlook

Comprehensive exploration of coal's lifecycle, from mining to electricity generation, examining environmental impacts, economics, and future prospects in the energy landscape.

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

Process Mining: Data science in Action

18 reviews

Discover, analyze, and improve business processes using data science techniques. Learn process mining to bridge model-based analysis and data-oriented approaches for operational excellence.

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

Text Mining and Analytics

10 reviews

Explore statistical approaches for mining and analyzing text data, covering word associations, topic analysis, clustering, categorization, and sentiment analysis, with practical applications.

• Coursera
• 1 day 9 hours 29 minutes
• On-Demand
• Free Online Course (Audit)

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)

Applied Text Mining in Python

3808 ratings at Coursera

Learn text mining and manipulation in Python, covering NLTK, regex, text cleaning, classification, and topic modeling for advanced document analysis.

• Coursera
• 1 day 1 hour 16 minutes
• On-Demand
• Free Online Course (Audit)

Intro to Analytic Thinking, Data Science, and Data Mining

139 ratings at Coursera

Explore data science fundamentals, ethical considerations, and business applications. Learn CRISP-DM, analytics types, and practical problem-solving using data science tools and techniques.

• Coursera
• 7 hours 15 minutes
• On-Demand
• Free Online Course (Audit)

Cluster Analysis, Association Mining, and Model Evaluation

41 ratings at Coursera

Explore unsupervised learning, collaborative filtering, and model evaluation techniques. Learn to apply cluster analysis, association rules mining, and regression analytics for data-driven insights and predictions.

• Coursera
• 3 hours 57 minutes
• On-Demand
• Free Online Course (Audit)

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)

Minerals and Mining in a Sustainable World

6 ratings at edX

This course provides learners with an overview of the role of minerals in society, the history of the sustainable development agenda, and the emerging focus on the relationship between mineral development and the Sustainable Development Goals.

• edX
• 8 weeks, 4-5 hours a week
• 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)