• Introduction to Data Science, Use cases
• Need of Business Analytics
• Data Science Life Cycle
• Different tools available for Data Science

  • Installing R and R-Studio, R packages,
  • R Operators,
  • If statements and loops (for, while, repeat,
    break, next),
  • Switch case
  • Data exploratory analysis
  •  R Data Structure (Vector, Scalar, Matrices, Array, Data frame, List),
  • Functions,
  • Apply Functions

•Bar Graph (Simple, Grouped, Stacked)
• Histogram, Pi Chart
• Line Chart
• Box (Whisker) Plot, Scatter Plot,

• Terminologies of Statistics
• Measures of Centers
• Measures of Spread
• Probability
• Normal Distribution
• Binary Distribution
• Hypothesis Testing
• Chi Square Test
• ANOVA

• Supervised Learning –
o Linear Regression
o Bivariate Regression
o Multiple Regression Analysis
o Correlation (Positive, negative and neutral)
• Machine Learning Use-Cases
• Machine Learning Process Flow
• Machine Learning Categories

  • Logistic Regression

• What is Classification and its use cases?
• What is Decision Tree?
• Algorithm for Decision Tree Induction
• Creating a Perfect Decision Tree
• Confusion Matrix

• Random Forest
• What is Naive Bayes?

• What is Clustering & it’s Use Cases?
• What is K-means Clustering?
• What is Hierarchical Clustering?

• Market Basket Analysis (MBA)
• Association Rules
• Apriori Algorithm for MBA
• Introduction of Recommendation Engine]
• Types of Recommendation – User-Based and Item-Based
• Recommendation Use-case

  •  Introduction to business analytics
  • Installation
  •  Introduction to R
  •  R Programming
  •  Data structure
  •  Apply functions
  • Data visualization
  • Components
    Statistics
  • Exploratory Data Analytics
  •  Data Visualization
  •  Machine Learning
  •  Introduction to python
  •  Installation Python
  • Programming
  •  Data structure
  •  Apply functions
  •  Data visualization
  •  Intro
  • Installation
  •  Overview

Note: Overview of Python, Data warehouse, Big Data, Process, Documentation will be administered

Curriculum is empty

Price

Free
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