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Certificate
Duration 21 hours
Course Outline
Day 1:
Module 1: Introduction to the KNIME Analytics Platform
- Installation processes
- Launching and customizing the KNIME Analytics Platform
- Understanding nodes, data, and workflows
- The data science lifecycle
Module 2: Data Access
- Loading data from files
- Connecting to REST Services
Module 3: ETL and Data Manipulation
- Filtering rows and columns
- Aggregation techniques
- Joining and concatenating data
- Transformations: Conversion, Replacement, Standardization, and Feature Generation
- Preparing data for Time Series Analysis
Day 2:
Module 4: Data Export
- Writing output to files
- Generating reports
Module 5: Data Visualization
- Interactive Univariate Visual Exploration
- Interactive Multivariate Visual Exploration
-
Advanced Visualization Features
Module 6: Predictive Analytics with KNIME
- Fundamental Data Mining Concepts
- Regression analysis
- Decision Tree algorithms
- Assessing Model Performance
Day 3:
Module 7: Workflow Control
- Parameterizing Workflows: Flow Variables
- Re-executing Workflow Segments: Loops
- Optimizing and cleaning up your Workflow
Module 8: Practical Case Study using the KNIME Analytics Platform
Requirements
Recommendations
- A fundamental grasp of data interpretation and sense-making.
- Familiarity with basic data processing techniques.
Target Audience
- Data analysts
- Data scientists
- Business analysts
Testimonials (3)
Learning that the QGIS and a tool that can used by other different professionals such land survey
Bame Duncan Koko - Bentel Technologies (Pty) Ltd
Course - QGIS for Geographic Information System
How to use open satellites data for real applications
Tshering Dorji - Druk Holding and Investments
Course - Advanced Geographic Information Systems (GIS)
Hands-on examples allowed us to get an actual feel for how the program works. Good explanations and integration of theoretical concepts and how they relate to practical applications.
