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 Duration 21 hours

Course Outline

Day 1:

Module 1: KNIME Analytics Platform: Overview

  • Installation
  • Launching and customizing KNIME Analytics Platform
  • Nodes, data, and workflows
  • The data science cycle

Module 2: Data Access

  • Reading data from files
  • Accessing REST services

Module 3: ETL and Data Manipulation

  • Row and column filtering
  • Aggregators
  • Joining and concatenation
  • Transformation: Conversion, replacement, standardization, and new feature generation
  • Preparing data for time series analysis

Day 2:

Module 4: Exporting Data

  • Writing to a file
  • Generating reports

Module 5: Data Visualization

  • Interactive univariate visual exploration
  • Interactive multivariate visual exploration
  • Advanced visualization features

Module 6: Predictive Analytics using KNIME

  • Fundamental concepts of data mining
  • Regressions
  • Decision tree family
  • Model evaluation

Day 3:

Module 7: Controlling the Flow

  • Workflow parameterization: Flow variables
  • Re-executing workflow parts: Loops
  • Cleaning up workflows

Module 8: Hands-on KNIME Analytics Platform Based Case Study

Requirements

Recommended

  • A fundamental understanding of data interpretation.
  • Experience with basic data processing.

Audience

  • Data analysts
  • Data scientists
  • Business analysts

Custom Corporate Training

Training solutions designed exclusively for businesses.

  • Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
  • Flexible Schedule: Dates and times adapted to your team's agenda.
  • Format: Online (live), In-company (at your offices), or Hybrid.
Investment

Price per private group, online live training, starting from 4800 € + VAT*

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