データマイニング 専門講座
Analyze Text, Discover Patterns, Visualize Data. Solve real-world data mining challenges.

習得するスキル
この専門講座について
関連する経験が必要です。
関連する経験が必要です。
この専門講座には6コースあります。
データ可視化
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 mining. We will also introduce methods for pattern-based classification and some interesting applications of pattern discovery. This course provides you the opportunity to learn skills and content to practice and engage in scalable pattern discovery methods on massive transactional data, discuss pattern evaluation measures, and study methods for mining diverse kinds of patterns, sequential patterns, and sub-graph patterns.
Text Retrieval and Search Engines
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 data are unique in that they are usually generated directly by humans rather than a computer system or sensors, and are thus especially valuable for discovering knowledge about people’s opinions and preferences, in addition to many other kinds of knowledge that we encode in text.
Text Mining and Analytics
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 arbitrary text data in any natural language with no or minimum human effort.
Pattern Discovery in Data Mining
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 mining. We will also introduce methods for data-driven phrase mining and some interesting applications of pattern discovery. This course provides you the opportunity to learn skills and content to practice and engage in scalable pattern discovery methods on massive transactional data, discuss pattern evaluation measures, and study methods for mining diverse kinds of patterns, sequential patterns, and sub-graph patterns.
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イリノイ大学アーバナ・シャンペーン校(University of Illinois at Urbana-Champaign)
The University of Illinois at Urbana-Champaign is a world leader in research, teaching and public engagement, distinguished by the breadth of its programs, broad academic excellence, and internationally renowned faculty and alumni. Illinois serves the world by creating knowledge, preparing students for lives of impact, and finding solutions to critical societal needs.
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よくある質問
専門講座を修了することで大学の単位は付与されますか?
Can I just enroll in a single course?
1つのコースだけに登録することは可能ですか?
Can I take the course for free?
無料でコースを受講できますか?
このコースは100%オンラインで提供されますか?実際に出席する必要のあるクラスはありますか?
専門講座を修了するのにどのくらいの期間かかりますか?
専門講座の各コースはどのくらいの頻度で提供されますか?
Do I need to take the courses in a specific order?
Will I earn university credit for completing the Specialization?
専門講座を修了することで大学の単位は付与されますか?
さらに質問がある場合は、受講者向けヘルプセンターにアクセスしてください。