Data Mining Specialization

Data Mining Specialization It's a Free Course. Enroll it before the instructor makes it to the paid course.

What you will learn from the Data Mining Specialization Course

  • Learn the general concepts of data mining along with basic methodologies and applications
  • Learn in-depth concepts, methods, and applications of pattern discovery in data mining
  • What is data visualization and how it’s used
  • Different types of visualization and how humans perceive information
  • Visualization of Numerical Data
  • Visualization of Non-Numerical Data
  • Learn the basic concepts, principles, and the major techniques in text retrieval
  • Natural language processing techniques and text representation
  • How vector space model works in detail
  • How to implement an information retrieval system (i.e., a search engine)
  • How to build an inverted index and how to score documents quickly for a query
  • Probabilistic retrieval models and statistical language models
  • How web search engines work, including web crawling, web indexing
  • How links between web pages can be leveraged to score web pages
  • How machine learning can be used to combine multiple scoring factors to optimize ranking of documents in web search
  • Word association mining
  • Learn topic analysis in-depth, including mixture models
  • Probabilistic Latent Semantic Analysis (PLSA), and Latent Dirichlet Allocation (LDA), Latent Aspect Rating Analysis (LARA)
  • Text clustering, including the basic concepts and main clustering techniques
  • Sentiment analysis and opinion mining
  • General concepts of pattern discovery
  • Several advanced topics on pattern discovery
  • Basic concepts of cluster analysis
  • Typical clustering methodologies, algorithms, and applications

The Data Mining Specialization teaches data mining techniques for both structured data which conform to a clearly defined schema, and unstructured data which exist in the form of natural language text.

Course Instructors: John C. Hart, ChengXiang Zhai, Jiawei Han

Course Offered by University of Illinois at Urbana-Champaign

Can I download Data Mining Specialization course?

You can download videos for offline viewing in the Android/iOS app. When course instructors enable the downloading feature for lectures of the course, then it can be downloaded for offline viewing on a desktop.
Can I get a certificate after completing the course?
Yes, upon successful completion of the course, learners will get the course e-Certification from the course provider. The Data Mining Specialization course certification is a proof that you completed and passed the course. You can download it, attach it to your resume, share it through social media.
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