数据挖掘:理论与算法 | Data Mining: Theories and Algorithms for Tackling Big Data

Bo Yuan, TsinghuaX

Unraveling the mysteries of Data Mining and Big Data, this course is a must-have for any budding Data Scientist. 最有趣的理论+最有用的算法=不得不学的数据科学。

本课程完整覆盖数据挖掘领域的各项核心技术,包括数据预处理、分类、聚类、回归、关联、推荐、集成学习、进化计算等。强调在知识的广度、深度和趣味性之间寻找最佳平衡点,在生动幽默中讲述数据挖掘的核心思想、关键技术以及一些在其它相关课程和教科书中少有涉及的重要知识点。本课程适合对大数据和数据科学感兴趣的各专业学生以及工程技术人员学习,不追求纯粹的理论推导,而是把理论与实践有机结合,让学生学到活的知识、有用的知识和真正属于自己的知识,特别是数据分析领域的研究方法和思维方式。

Despite the large volume of data mining papers and tutorials available on the web, aspiring data scientists find it surprisingly difficult to locate an overview that blends clarity, technical depth and breadth with enough amusement to make big data analytics engaging. This course does just that.

Each module starts with an interesting real-world example that gives rise to the specific research question of interest.

Students are then presented with a general idea of how to tackle this problem along with some intuitive and straightforward approaches.

Finally, a number of representative algorithms are introduced along with concrete examples that show how they function in practice.

While theoretical analysis sometimes overcomplicates things for students, here it’s applied to help them better understand the key features of the techniques.

What will you learn

  • Basic data science concepts
  • Typical data mining techniques
  • Applications for data mining
  • A taste of research in data mining
  • Funny stories about data science

Сессии:
  • 20 февраля 2020
Характеристики онлайн курса:
  • Бесплатный:
  • Платный:
  • Сертификат:
  • MOOC:
  • Видеолекции:
  • Аудиолекции:
  • Email-курс:
  • Язык: Английский Gb

Отзывы

Пока никто не написал отзыв по этому курсу. Хотите быть первым?

Зарегистрируйтесь, чтобы оставить отзыв

Show?id=n3eliycplgk&bids=695438
NVIDIA
Ещё из рубрики «Математика и статистика»:
1cac89b9-58b6-4f8b-8cee-0a2f7feded60-9ed0da58fa14.small SP21: Introduction to Analytics Modeling
Learn essential analytics models and methods and how to appropriately apply...
1e2cae8c-1c67-4067-a3c0-360543e6a9b8-50beebb61f2e.small SP21: Data Analytics for Business
This course prepares students to understand business analytics and become leaders...
Bee02710-d78e-464b-9a21-556fdc6db814-e9a0524eb34f.small UX Evaluation
Master UX evaluation using a variety of skill sets and methods. Uncover the...
6e58f45d-248f-4859-8b93-debb46647556-e8cef6204697.small L'évaluation UX
Maîtrisez l'évaluation UX en utilisant une variété de compétences et de méthodes...
431d4f06-a003-4c6a-b435-21c47aa95028-b212f7bd97cd.small Manufacturing Systems II
Learn how to analyze manufacturing systems to optimize performance and control...
Ещё от edX:
Ca74928e-b7cb-42fd-a7c9-d1f43b544d32-fa8a14a6c3af.small Design Thinking Capstone
Demonstrate the knowledge and skills gained during the Design Thinking MicroMasters...
9b9bf897-7ad0-4687-99cf-4d790b281422-9976eac4c913.small SP21: Computing for Data Analysis
A hands-on introduction to basic programming principles and practice relevant...
1cac89b9-58b6-4f8b-8cee-0a2f7feded60-9ed0da58fa14.small SP21: Introduction to Analytics Modeling
Learn essential analytics models and methods and how to appropriately apply...
1e2cae8c-1c67-4067-a3c0-360543e6a9b8-50beebb61f2e.small SP21: Data Analytics for Business
This course prepares students to understand business analytics and become leaders...
D3b0d177-0b46-4891-a198-2df0552e9387-3fb74babcd5f.small China’s Communist Political System and Global Ambitions – A Deep Dive
You will gain a thorough understanding of how China’s political system works...

© 2013-2019