Advanced Analytics Course details

Course Objective

To provide knowledge and experience in implementation of advanced analytics strategies using the Revolution R enterprise. The course thrives to make you understand the theoretical concepts and instill capability to make business decisions through precise, accurate and high performance data analysis.

Learning Outcomes

After the successful completion of the program, you would be able to:

  • Work on an end-to-end project on R.
  • Implement the techniques of R in business applications.
  • Attain proficiency in all statistical models in R programming.
  • Exercise practical knowledge to take well analyzed business decisions.

Course Description

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Ronald Coase, a famous economist said “If you torture the data long enough, it will confess.”

Learn how to exercise and implement the advanced techniques in analytics through R programming for accurate and performance driven analysis in all business applications. This Advanced Analytics course using R provides you with niche knowledge in data analytics backed with online and offline training in theories and practical implementation in software labs.

Introduction to Analytics, R and Statistics
  • Why Analytics is gaining ground in decision science
  • Thinking data, decisions and strategy from new perspective
  • Feeling and understanding data
  • Why R
Hypothesis Testing and Linear Regression
  • Probability and Experiment Design
  • Hypothesis Testing
  • Statistical tests - Chi square and analysis of variance
  • Classification and prediction
Logistic Regression, Linear Discriminant Analysis and Principal Component Analysis
  • Introduction to Generalized linear modeling (GLMs)
  • Logistic Regression theory
  • Classification and clustering
  • Linear Discriminant Analysis
Model Selection and Regularization
  • Ten most popular algorithms
  • Re-sampling methods
  • Cross validation
  • Bagging and random forests

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Course Extract

  Level Beginner / Intermediate
    Methodology Online / Offline
    Duration 48Hours / 6Weeks
  Pre-requisites Qualify test for basic
  Batch size 10-15 students
  Classes On Weekdays / Weekends
  Certificate Yes

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