Introduction
  • Introduction about Tutor
  • Agenda and Stages of Analytics
  • What is Diagnoistic Analytics ?
  • What is Predictive Analytics ?
  • What is Prescriptive Analytics ?
  • What is CRISP-ML(Q)?
  • Quiz
Business Understanding Phase
  • Business Understanding - Define Scope Of Application
  • Business Understanding - Define Sucess Criteria
  • Business Understanding - Use Cases
  • Quiz
Data Understanding Phase - Data Types
  • Agenda Data Understanding
  • Introduction to Data Understanding ?
  • Data Types - Continuous vs Discrete
  • Categorical Data vs Count Data
  • Pratical Data Understanding Using Realtime Examples
  • Scale of Measurement
  • Quantitative Vs Qualitative
  • Quiz
Data Understanding Phase - Data Collection
  • Structured vs Unstructured Data
  • What is Data Collection?
  • Understanding Primary Data Sources
  • Understanding Secondary Data Sources
  • Understanding Data Collection using Survey
  • Understanding Data Collection using DoE
  • Understanding Bias and Fairness
  • Understanding Possible errors in Data Collection stage
  • Quiz
Understanding Basic Statistics
  • Introduction to CRISP-ML(Q) Data Preparation & Agenda
  • What is Probability ?
  • What is Random Variable?
  • Understanding Probability and its Application,Probability Distribution .
  • Quiz
Data Preparation Phase - Exploratory Data Analysis (EDA)
  • Understanding Normal Distribution
  • What is Inferencial Statistics?
  • Understanding Standard Normal Distribution & Whats is Z Scores
  • Understanding Measures of central tendency ( First moment business decession)
  • Understanding Measures of Dispersion ( Second moment business decision)
  • Understanding Box Plot(Diff B-w Percentile and Quantile and Quartile)
  • Understanding Graphical Techniques-Q-Q-Plot
  • Understanding about Bivariate Scatter Plot
  • Quiz
Python Installation and Setup
  • Anakonda Installation
  • Understand about Anakonda Navigator, Spyder & Python Libraries
  • Python Installation
  • Understanding about Jupyter and Google Colab
  • Quiz
Data Preparation Phase | Data Cleansing- Type Casting
  • Recap of Concepts
  • Understanding Data Cleansing Typecasting
  • Understanding Data Cleansing Typecasting Using Python
  • Quiz
Data Preparation Phase | Data Cleansing- Handling Duplicates
  • Recap of Concepts
  • Understanding Handling Duplicates
  • Understanding Handling Duplicates using Python
  • Quiz
Data Preparation Phase | Data Cleansing-Outlier Analysis Treatment
  • Understanding Outlier Analysis Treatment
  • Understanding Outlier Analysis Treatment using Python
  • Quiz