Programa Especializado - Data Mining
Analyze Text, Discover Patterns, Visualize Data. Solve real-world data mining challenges.
Sobre este Programa Especializado
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. Specific course topics include pattern discovery, clustering, text retrieval, text mining and analytics, and data visualization. The Capstone project task is to solve real-world data mining challenges using a restaurant review data set from Yelp.
Courses 2 - 5 of this Specialization form the lecture component of courses in the online Master of Computer Science Degree in Data Science. You can apply to the degree program either before or after you begin the Specialization.
Creada por:
6 courses
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Proyectos
Diseñado para ayudarte a practicar y aplicar las habilidades que aprendiste.
Certificados
Resalta tus nuevas habilidades en tu currículum o LinkedIn.
Cursos
- Intermediate Specialization.
- Some related experience required.
CURSO 1
Data Visualization
Próxima sesión: Apr 23- Subtítulos
- English
Acerca del Curso
Learn the general concepts of data mining along with basic methodologies and applications. Then dive into one subfield in data mining: pattern discovery. Learn in-depth concepts, methods, and applications of pattern discovery in data mininPuedes elegir tomar solo este curso. Más información.
CURSO 2
Text Retrieval and Search Engines
Próxima sesión: Apr 23- Subtítulos
- English
Acerca del Curso
Recent years have seen a dramatic growth of natural language text data, including web pages, news articles, scientific literature, emails, enterprise documents, and social media such as blog articles, forum posts, product reviews, and tweets. Text datPuedes elegir tomar solo este curso. Más información.
CURSO 3
Text Mining and Analytics
Próxima sesión: Apr 30- Subtítulos
- English
Acerca del Curso
This course will cover the major techniques for mining and analyzing text data to discover interesting patterns, extract useful knowledge, and support decision making, with an emphasis on statistical approaches that can be generally applied to arbiPuedes elegir tomar solo este curso. Más información.
CURSO 4
Pattern Discovery in Data Mining
Próxima sesión: Apr 23- Subtítulos
- English
Acerca del Curso
Learn the general concepts of data mining along with basic methodologies and applications. Then dive into one subfield in data mining: pattern discovery. Learn in-depth concepts, methods, and applications of pattern discovery in data mininPuedes elegir tomar solo este curso. Más información.
CURSO 5
Cluster Analysis in Data Mining
Próxima sesión: Apr 30- Subtítulos
- English
Acerca del Curso
Discover the basic concepts of cluster analysis, and then study a set of typical clustering methodologies, algorithms, and applications. This includes partitioning methods such as k-means, hierarchical methods such as BIRCH, and density-based mePuedes elegir tomar solo este curso. Más información.
CURSO 6
Data Mining Project
Próxima sesión: Jun 18- Subtítulos
- English
Sobre el Proyecto Final
Note: You should complete all the other courses in this Specialization before beginning this course. This six-week long Project course of the Data Mining Specialization will allow you to apply the learned algorithms and techniques for data mining froPuedes elegir tomar solo este curso. Más información.
Creadores
John C. Hart
Professor of Computer Science
Jiawei Han
Abel Bliss Professor
ChengXiang Zhai
Professor
FAQs
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