Spécialisation Data Mining
Analyze Text, Discover Patterns, Visualize Data. Solve real-world data mining challenges.
À propos de cette Spécialisation
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.
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6 courses
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Projets
Conçu pour vous aider à vous exercer et à appliquer les compétences que vous avez acquises.
Certificats
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Cours
- Intermediate Specialization.
- Some related experience required.
COURS 1
Data Visualization
Session à venir : Jun 4- Sous-titres
- English, Korean
À propos du cours
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 miVous pouvez choisir de suivre seulement ce cours. En savoir plus.
COURS 2
Text Retrieval and Search Engines
Session à venir : Jun 4- Sous-titres
- English
À propos du cours
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. TextVous pouvez choisir de suivre seulement ce cours. En savoir plus.
COURS 3
Text Mining and Analytics
Session à venir : May 28- Sous-titres
- English
À propos du cours
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 aVous pouvez choisir de suivre seulement ce cours. En savoir plus.
COURS 4
Pattern Discovery in Data Mining
Session à venir : Jun 4- Sous-titres
- English
À propos du cours
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 miVous pouvez choisir de suivre seulement ce cours. En savoir plus.
COURS 5
Cluster Analysis in Data Mining
Session à venir : May 28- Sous-titres
- English
À propos du cours
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-basedVous pouvez choisir de suivre seulement ce cours. En savoir plus.
COURS 6
Data Mining Project
Session à venir : Jun 18- Sous-titres
- English
À propos du Projet 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 miningVous pouvez choisir de suivre seulement ce cours. En savoir plus.
Créateurs
John C. Hart
Professor of Computer Science
Jiawei Han
Abel Bliss Professor
ChengXiang Zhai
Professor
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