Course Code: knime2
Duration: 21 hours
Course Outline:

Introduction

  • Introduction & Installing KNIME Analytics Platform
  • KNIME Workbench Overview
  • KNIME Workflow Overview
  • Importing KNIME Workflow

Data Access

  • Data Source Nodes Overview
  • Reading Data from Files
  • Connecting to a Database

Data Visualization

  • Visualization Nodes Overview
  • Defining Color, Size and Shape Property
  • Interactive Data Views

Data Manipulation & Aggregation

  • Data Manipulation Nodes Overview
  • Data Aggregation, Integration, Join & Pivoting
  • Outlier and Missing Value Handling
  • Data Standardization
  • Date & Time Data Processing

Machine Learning

  • Machine learning Theory & Process Overview
  • Learner/Predictor Model
  • Creating Training and Test Sets
  • Regression Problem & Linear Regression
  • Clustering & K-means

Data Export & Reporting

  • Writing Data to a File
  • Writing Data to a Database
  • Creating BIRT Reports

Summary