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Data Analytics with Python

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Online Course Highlights
  • Prof. A. Ramesh via NPTEL
  • Co-ordinated by: IIT Roorkee
  • 12 Weeks duration
  • Discipline: Computer Science and Engineering
  • Language: English

Syllabus

  • Introduction to data analytics
  • Introduction to Probability- I
  • Python Demo for Distributions
  • Hypothesis Testing- I
  • Hypothesis Testing: Two sample test- II
  • Randomize block design (RBD)
  • Estimation, Prediction of Regression Model Residual Analysis
  • Maximum Likelihood Estimation- I
  • Confusion matrix and ROC- I
  • Chi – Square Test of Independence – I
  • Clustering analysis: Part III
  • Hierarchical method of clustering- II

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