Predictive Analytics Course in Vaduz

Predictive Analytics Course Outline

Module 1: Introduction to Predictive Analytics

• What is Predictive Analytics?
• How Does Predictive Analytics Works?
• Business Intelligence
• Business Intelligence Lifecycle
• Predictive Analytics Vs Business Intelligence
• Predictive Analytics Challenges

Module 2: Setting Up the Problem

• Predictive Analytics Processing Steps
• Target Variable
• Success Measures for Predictive Models
• Data for Predictive Modelling

Module 3: Understanding the Data

• Single and Multiple Variables
• Data Visualisation
• Histograms

Module 4: Data Preparation

• Data Cleaning
• Feature Creation

Module 5: Itemsets and Association Rules

• Association Rules
• Parameter Settings
• Data Organisation Techniques
• Deploying Association Rules
• Making Classification Rules from Association Rules

Module 6: Descriptive Modelling

• Introduction to Descriptive Modelling
• Principal Component Analysis
• Clustering Algorithms

Module 7: Interpreting Descriptive Models

• Introduction to Descriptive Analytics
• How Does Descriptive Analytics Work?
• Advantages of Descriptive Analytics

Module 8: Predictive Modelling

• Introduction to Predictive Modelling
• Decision Tree
• Types of Decision Trees
• Logistic Regression
• Neural Networks
• K-Nearest Neighbour
• Naïve Bayes
• Linear Regression

Module 9: Predictive Models Assessment

• Introduction to Predictive Models Assessment
• Metrics to Evaluate Predictive Models

Module 10: Model Ensembles

• Ensemble Modelling
• Types of Model Ensembles
• Bias Variance Trade-Off
• Bagging and Boosting
• Interpreting Model Ensembles

Module 11: Text Mining

• Introduction to Text Mining
• Structured Vs Unstructured Data
• Text Mining Applications
• Steps of Data Preparation
• Regular Expressions

Module 12: Predictive Model Deployment

• Introduction to Predictive Model Deployment
• Building Predictive Models

Who Should Attend this Predictive Analytics Course?

This Predictive Analytics Training Course aims to provide professionals with the core concepts, techniques, and tools used to predict future events based on historical data and delves into the various stages of the analytics life cycle. This training can help various professionals, including:

• Data Scientists
• Business Analysts
• Marketing Analysts
• Financial Analysts
• Business Intelligence Professionals
• Risk Managers
• CRM Professionals

Prerequisites of the Predictive Analytics Course

There are no formal prerequisites required for attending this Predictive Analytics Training Course.

Predictive Analytics Course Overview

Predictive Analytics Training introduces delegates to techniques used to analyse historical and transactional data to forecast future outcomes. It covers core methods such as data modelling, statistical analysis, and pattern identification to support informed decision-making.

This certification enhances delegates’ analytical capabilities by building practical skills in identifying trends, risks, and opportunities. It improves readiness to support data-driven strategies, optimise operations, and strengthen organisational planning and resilience.

This 2-Day Predictive Analytics Course offered by The Knowledge Academy enables delegates to apply predictive analytics techniques confidently in real-world scenarios. Delegates learn data cleaning, feature creation, and predictive modelling methods to uncover actionable insights across industries.

Predictive Analytics Course Objectives

• To master the predictive analytics process, including data cleaning and feature creation
• To gain proficiency in uncovering valuable patterns and associations using itemsets and association rules
• To explore various predictive modelling techniques, such as logistic regression and Naïve Bayes
• To develop the skills to apply predictive models effectively in real-world scenarios
• To enhance decision-making by leveraging data-driven predictions and insights
• To empower organisations to become forward-looking and proactive using predictive analytics

Upon completing this Predictive Analytics Course, delegates will gain the skills to develop and apply predictive models effectively. They will be able to make data driven predictions, optimise decision making processes, and support new opportunities for organisational growth.

What’s Included in this Predictive Analytics Course?

• World-Class Training Sessions from Experienced Instructors
• Predictive Analytics Certificate
• Digital Delegate Pack