DATA SCIENCE FOR MANAGERS

Data Science Introduction

Data Science Introduction

Data Science Evolution

Business Applications

Benefits Of Data Science

Challenges Of Data Science

Data Science Context & Classification

Data Science Context : Data Mining / Business Intelligence / Data Science

Perspective Of Data Science

Data Science Classification

Various Types Of Data Science

Data And Data Science Tools

Popular Tools For Data Science

Data Sources

Data Reliability And Validity

Data Science Workflow

Data Science Steps

Recognize The Problem

Define A Problem

Structure The Problem

Analyze The Problem

Interpret The Results

Implement Solution

Crisp-Dm Reference Model

Data Science Introduction

Overview Of Statistics

Descriptive Statistics

Inferential Statistics

Basics Terminologies

Cochran's Min Size Formula

Types Of Data

Examples Of Various Data

Cochran’s Formula Example

Examples Of Variables

Harnessing Data

Harnessing Data Introduction

Making Sense Of The Data

Sampling Methods

Simple Random Sampling

Stratified Sampling

Systematic Sampling

Biased Sampling Methods

Exploratory Data Analysis

Exploratory Data Analysis

Measures Of Central Tendencies

Mean

Median

Mode

Measures Of Variability

Range

Calculating Standard Deviation

Histogram & Empirical Rule

Z- Score / Z-Value/ Standard Score

Calculating Z-Score

Histogram

Empirical Rule

Outliers

Normal Distribution And Correlation

Normal Distributions, Mean, Variance

Normality Testing

Skewness

Kurtosis

Correlation

Decision Modeling

Mathematical Modeling

Decision Modeling

Break Even Decision Model

Prescriptive Model Pricing

Sales Promotion Model

Sales Promotion Decision

Sales Prediction With Multiple Regression Analysis

 Kerc Inc – Case Study: Predictive Analytics With Less Uncertainty

Kerc Inc – Car Manufacturer Case Study

Kerc Inc Case Modeling

Optimizing Kerc Production Model

Wonderzon Retailer : Case Study

Wonderzon Case Study: Problem Statement

Wonderzon Case Modeling

 Predicting Optimum Logistics Cost

Predictive Analytics

Predictive Analytics Introduction

Types Of Predictive Analytics

 Application Of Predictive Analytics

Regression

Mathematical Modeling Regression

Simple Learning Regression

Predicting Profit With Regression

Multiple Regression

Multiple Regression Modeling

Predictive Analytics Summary

Smart It Inc Internet Usage - Plan Decision Predictive Analytics With High Uncertainty

Monte Carlo Simulation Introduction

Smart It Inc. Internet Plan : Problem Statement

Model Building

Optimization And Plan Decision

Kickathlon Sport Retailer : Decision Tree

Kickathlon – Supplier Decision Making

Decision Tree Convention

Kickathlon – Supplier Decision Tree

Decision Tree – Decision Making Process

Decision Tree Convention

Common Decision Strategies

Maxi-Min Strategy

Maxi-Max Strategy

Maximize Expected Value Strategy

Decision Trees With Monte Carlo Simulation Uncertain Output Range

Decision Tree Summary

Tableau: Connecting To Data Source

Tableau Introduction

Connecting To Various Data Sources

Fixing Data Issues While Importing

Tableau: Basic Visualizations

Tableau Panes

Creating Basic Visualizations

Insights For Data Through Visualizations

Exploratory Data Analysis

Finding Insights

Stacked Bar Graph

Deriving Insights Through Compound Plots

Time Series Forecasting

Forecasting Sales

Adjusting Forecasting Parameters

Filters & Dashboards

Various Filters Options

Interactive Filters

Building Effective Dashboards

Publishing Insights

Various Publishing Options

Tableau Packaged Workbook

Summary