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Subjects Covered in Tutorials

Statistics

  • Descriptive Statistics
  • Probability Theory
  • Probability Distribution
  • Estimation
  • Hypothesis Testing
  • Correlation and Regression
  • Sampling Theory
  • ANOVA
  • Design of Experiment
  • Statistical Quality Control
  • Time Series Analysis
  • Index Numbers
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R Programming

  • R Basics
  • Data Structures in R
  • Exploratory Data Analysis Using R
  • Parametric tests
  • Non-parametric tests
  • Regression Analysis
  • Statistical Process Control
  • Multivariate Analysis
  • Time Series Modelling
  • Machine Learning
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Python Programming

  • Python Basics
  • Functions in Python
  • Packages in Python
  • Numpy and Pandas in Python
  • Use of Scikit
  • Exploratory Data Analysis
  • Statistical Analysis Using Python
  • Supervised Learning
  • Unsupervised Learning
  • Image Processing
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Mathematics

  • Pre-Algebra
  • Algebra
  • Pre-Calculus
  • Calculus
  • Linear Algebra
  • Geometry
  • Differential Equations
  • Number Theory
  • Applied Mathematics
  • Advanced College Math
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Operations Research

  • Linear Programming
  • Transportation Problem
  • Assignment Problem
  • Inventory Problems
  • Decision Theory
  • Game Theory
  • Queueing Theory
  • Sequencing Problem
  • Replacement Problem
  • Network Flow Problem
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