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3.Data_Science_Methodology

Data Science Methodology


IBM


Instructors: Alex Aklson & Polong Lin

Course link: Data Science Methodology

Syllabus

Module 1: From Problem to Approach and from Requirements to Collection

  • Business Understanding
  • Analytic Approach
  • Data Requirements
  • Data Collection
  • Lab: From Problem to Approach
  • Lab: From Requirement to Collection
  • Quiz: From Problem to Approach
  • Quiz: From Requirement to Collection

Module 2: From Understanding to Preparation and from Modeling to Evaluation

  • Data Understanding
  • Data Preparation
  • Modeling
  • Evaluation
  • Lab: From Understanding to Preparation
  • Lab: From Modeling to Evaluation
  • Quiz: From Understanding to Preparation
  • Quiz: From Modeling to Evaluation

Module 3: From Deployment to Feedback

  • Deployment
  • Feedback
  • Quiz: From Deployment to Feedback
  • Peer-review Assignment