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Data Mining Pipeline
Coursera
Course
Unknown

Data Mining Pipeline

University of Colorado Boulder

Introduces key steps in the data mining pipeline from understanding to evaluation, with real-world application examples.

Unknown4 weeksEnglish

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. This course can be taken for academic credit as part of CU Boulder’s MS in Data Science or MS in Computer Science degrees offered on the Coursera platform. These fully accredited graduate degrees offer targeted courses, short 8-week sessions, and pay-as-you-go tuition. Admission i

What You'll Learn

  • Identify components of the data mining pipeline and their relationships
  • Recognize challenges in each mining pipeline stage
  • Apply techniques to address pipeline challenges

Instructors

Q

Qin (Christine) Lv

Computer Science

Topics

Data Cleansing
Data Quality
Applied Machine Learning
Data Management
Data Mining
Data Pipelines
Data Preprocessing
Model Evaluation
Data Modeling
Data Transformation

Course Info

PlatformCoursera
LevelUnknown
PacingUnknown
PriceFree

Skills

تنظيف البيانات
جودة البيانات
التعلم الآلي التطبيقي
إدارة البيانات
تنقيب البيانات
قنوات البيانات
المعالجة المسبقة للبيانات
تقييم النماذج
Data Modeling
Data Transformation

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