Certificate ID:
785979
Authentication Code:
1b8f8
Certified Person Name:
Sebastian Leńczuk
Certified Person Email:
Trainer Name:
Artur Arasimowicz
Duration Days:
3
Duration Hours:
21
Course Name:
Data Science with KNIME Analytics Platform
Course Date:
2024-10-14 08:00 to 2024-10-16 15:00
Course Outline:
Day 1:
Module 1: KNIME Analytics Platform: Overview
- Installation
- Starting and customizing KNIME Analytics Platform
- Nodes, data and workflows
- The data science cycle
Module 2: Data Access
- Read Data from file
- Accessing REST Services
Module 3: ETL and Data Manipulation
- Row & Column filtering
- Aggregators
- Join & Concatenation
- Transformation: Conversion, Replacement, Standardization, and New Feature Generation
- Data Preparation for Time Series Analysis
Day 2:
Module 4: Exporting Data
- Write to a file
- Generating a Report
Module 5: Data Visualization
- Interactive Univariate Visual Exploration
- Interactive Multivariate Visual Exploration
- Advanced Visualization Features
Module 6: Predictive Analytics using KNIME
- Data Mining Basic Concepts
- Regressions
- Decision Tree Family
- Model Evaluation
Day 3:
Module 7: Controlling the flow
- Workflow Parameterization: Flow Variables
- Re-executing Workflow Parts: Loops
- Cleaning up your Workflow