Data Mining

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Overview

Data Mining is a foundational course that introduces learners to the core concepts, techniques, and applications used to extract meaningful patterns and knowledge from large datasets. Designed for students, analysts, and aspiring data scientists, the course emphasizes both theoretical understanding and practical implementation. The curriculum begins with the basics of data preprocessing, including data cleaning, transformation, and reduction. Learners then explore key data mining tasks such as classification, clustering, association rule mining, anomaly detection, and pattern discovery. Algorithms like decision...

Syllabus

Course 1: Data Visualization- Offered by University of Illinois Urbana-Champaign. This course will teach you how to make more effective visualizations of data. Not only ... Enroll for free.Course 2: Text Retrieval and Search Engines- Offered by University of Illinois Urbana-Champaign. Recent years have seen a dramatic growth of natural language text data, including web ... Enroll for free.Course 3: Text Mining and Analytics- Offered by University of Illinois Urbana-Champaign. This course will cover the major techniques for mining and analyzing text data to ... Enroll for free.Course 4: Pattern Discovery in Data Mining- Offered by University of Illinois Urbana-Champaign. Learn the general concepts of data mining along with basic methodologies and ... Enroll for free.Course 5: Cluster Analysis in Data Mining- Offered by University of Illinois Urbana-Champaign. Discover the basic concepts of cluster analysis, and then study a set of typical ... Enroll for free.Course 6: Data Mining Project- Offered by University of Illinois Urbana-Champaign. Note: You should complete all the other courses in this Specialization before beginning ... Enroll for free.