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University of Colorado Boulder - Data Mining Pipeline 

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Data Mining Pipeline
 at 
Coursera 
Overview

Duration

21 hours

Total fee

Free

Mode of learning

Online

Difficulty level

Intermediate

Official Website

Explore Free Course External Link Icon

Credential

Certificate

Data Mining Pipeline
 at 
Coursera 
Highlights

  • Shareable Certificate Earn a Certificate upon completion
  • 100% online Start instantly and learn at your own schedule.
  • Flexible deadlines Reset deadlines in accordance to your schedule.
  • Intermediate Level data science professionals or domain experts, some experience working with data
  • Approx. 21 hours to complete
  • English Subtitles: English
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Data Mining Pipeline
 at 
Coursera 
Course details

More about this course
  • This course introduces the key steps involved in the data mining pipeline, including data understanding, data preprocessing, data warehousing, data modeling, interpretation and evaluation, and real-world applications.
  • Data Mining Pipeline can be taken for academic credit as part of CU Boulder?s Master of Science in Data Science (MS-DS) degree offered on the Coursera platform. The MS-DS is an interdisciplinary degree that brings together faculty from CU Boulder?s departments of Applied Mathematics, Computer Science, Information Science, and others. With performance-based admissions and no application process, the MS-DS is ideal for individuals with a broad range of undergraduate education and/or professional experience in computer science, information science, mathematics, and statistics. Learn more about the MS-DS program at https://www.coursera.org/degrees/master-of-science-data-science-boulder.
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Data Mining Pipeline
 at 
Coursera 
Curriculum

Data Mining Pipeline

Introduction to Data Mining

Introduction to Data Mining Pipeline

Course Information

Data Understanding

Objects & Attributes, Statistics, Visualization

Data Similarity

Data Preprocessing

Data Cleaning, Data Integration

Data Transformation, Data Reduction

Data Warehousing

Data Warehouse, Data Cube and OLAP

Data Cube Computation, Data Warehouse Architecture

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Data Mining Pipeline
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