Learn Analytics in a Big Data World From Scratch

Learn and free download Analytics in a Big Data World From Scratch complete course. In this book you will learn everything about data analytics. Individuals and organizations use data analytics for making sense of data. Data analysts use for analyzing raw data for awareness and tendency. Data analytics use many tools and methods to help organizations make decisions and be successful. In organizations big data analytics systems are used to make data operate decisions which can be improve business associated outcomes.

Big data analytics is determining to actual performance, supply chain improvement, price enhancement, accountability prognosis, product evolution, and smart factory models. In this course you will learn detail of every chapter. Every topic is divided in sub topics. You can download free this course easily. The following list is divided in different topics that detail is given in this book.

Big Data and Analytics 

  • Example Applications
  • Basic Nomenclature
  • Analytics Process Model

Data Collection, Sampling and Preprocessing 

  • Types of Data Sources
  • Sampling
  • Types of Data Elements
  • Visual Data Exploration and Exploratory
  • Statistical Analysis
  • Missing Values
  • Outlier Detection and Treatment
  • Standardizing Data
  • Categorization
  • Weights of Evidence Coding
  • Variable Selection

Predictive Analytics 

  • Target Defi nition
  • Linear Regression
  • Logistic Regression
  • Decision Trees
  • Neural Networks
  • Support Vector Machines
  • Ensemble Methods
  • Multiclass Classifi cation Techniques

Descriptive Analytics 

  • Association Rules
  • Sequence Rules
  • Segmentation

Survival Analysis 

  • Survival Analysis Measurements
  • Kaplan Meier Analysis
  • Parametric Survival Analysis
  • Proportional Hazards Regression
  • Extensions of Survival Analysis Models
  • Evaluating Survival Analysis Models

Social Network Analytics 

  • Social Network Defi nitions
  • Social Network Metrics
  • Social Network Learning


  • Backtesting Analytical Models
  • Benchmarking
  • Data Quality
  • Software
  • Model Design and Documentation

Example Applications

  • Credit Risk Modeling
  • Fraud Detection
  • Net Lift Response Modeling
  • Churn Prediction
  • Recommender Systems
  • Web Analytics
  • Social Media Analytics
  • Business Process Analytics

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