Data Science With R and Python
Course Duration: 4 Months
Module-I
Explore
Business Statistics
Database Fundamentals (using MS Access)
Module-II
Module-III
Data Analysis with MS Excel
Module-IV
Machine Learning with R/Python
Module-V
Dashboard Development with Tableau
Module-VI
Capstone Project
Course Fee: Rs 49,999/-
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Module-I: Business Statistics
Topics
Measures of Central Tendency
Next
Measures of Dispersion
Skewness & Kurtosis
Correlation & Regression
Probability & Probability Distributions
Hypothesis Testing & ANOVA
Time Series
Mean, Median, Mode
Range, Quartile Deviation, Standard Deviation
Skewness, Kurtosis
Correlation Coefficient, Method of least squares, Linear regression
Concept of probability, probability Distributions
Hypothesis Testing- One-Tailed & Two-Tailed Tests, Chi-Square Tests, t & F-Statistics
Trend, Cyclical Variation, Seasonal Variation
Module-II: Database Fundamentals (using MS Access)
Fundamentals of Relational Database
1. Introduction to SQL statements- Syntax
2. Transactional Queries- Select, Where, And/Or, Order by, Group by, Distinct, Mathematical
Functions, Update, Delete, etc.
3. Merging- Inner Join, Left Join, Right Join, Full Join, Self Join, Union
4. Sorting Data Tables
Next
Module-III: Data Analysis with MS Excel
Topics
Introduction
Formatting
Functions: Numeric, Date & Text Functions
Advanced Functions
Pivot Table & Charting
Next
Module-IV: Machine Learning with R/Python
Topics
R: Getting Started
The R Environment
Statistical Graphics
Machine Learning with R (with Case Studies)
Understanding Python
Data Visualisation in Python
Machine Learning with Python (with Case Studies):
Introduction to Big Data- Hadoop & Spark
Next
Module-V: Dashboard Development with Tableau
Topics
Introduction
Connecting to Data Sources
Basic Visualisations
Creating Calculations to Enhance Data (with Case Studies)
Tips, Tricks & Timesavers
Tableau Dashboards
Module-VI: Capstone Project
Next
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