Data Science with Python

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  • Intro to analytics, Industry trends in analytics
  • Types of distributions
  • Excel funtions
  • Excel analytics (Data analysis, solver)
  • Excel what -if analysis
  • Case study
  • R- Introduction
  • Dataframes
  • box, scatter plots and violin plots
  • Linear regression
  • Logistic regression
  • case study
  • Clustering techniques
  • Market basket analysis
  • case study
  • Matplotlib
  • NumPy
  • SciPy
  • Scikit learn
  • case study
  • classification techniques like decision trees, random forest
  • Dimensionality reduction
  • Model selection
  • Case study
  • time-series analysis Keras and tensor flow
  • Case study
  • Left-overs
  • Introduction to Tableau
  • case study