Predictive Analytics for Business

Course Info

Length: 1 Week

City: Amsterdam

Type: In Classroom

Available Dates

  • Apr-22-2024

    Amsterdam

  • May-27-2024

    Amsterdam

  • June-24-2024

    Amsterdam

  • July-22-2024

    Amsterdam

  • Aug-26-2024

    Amsterdam

  • Sep-23-2024

    Amsterdam

  • Oct-28-2024

    Amsterdam

  • Nov-25-2024

    Amsterdam

  • Dec-23-2024

    Amsterdam

Dates in Other Venues

  • Apr-01-2024

    Kuala Lumpur

  • Apr-01-2024

    Istanbul

  • Apr-08-2024

    Paris

  • Apr-08-2024

    Singapore

  • Apr-15-2024

    Dubai

  • Apr-15-2024

    Barcelona

  • Apr-22-2024

    Istanbul

  • Apr-29-2024

    Kuala Lumpur

  • Apr-29-2024

    London

  • May-06-2024

    Istanbul

  • May-06-2024

    Kuala Lumpur

  • May-13-2024

    Paris

  • May-13-2024

    Singapore

  • May-20-2024

    Dubai

  • May-20-2024

    Barcelona

  • May-27-2024

    London

  • June-03-2024

    Istanbul

  • June-03-2024

    Kuala Lumpur

  • June-10-2024

    Paris

  • June-10-2024

    Singapore

  • June-17-2024

    Dubai

  • June-17-2024

    Barcelona

  • June-24-2024

    London

  • July-01-2024

    Kuala Lumpur

  • July-01-2024

    Istanbul

  • July-08-2024

    Paris

  • July-08-2024

    Singapore

  • July-15-2024

    Barcelona

  • July-15-2024

    Dubai

  • July-22-2024

    Istanbul

  • July-29-2024

    Kuala Lumpur

  • July-29-2024

    London

  • Aug-05-2024

    Kuala Lumpur

  • Aug-05-2024

    Istanbul

  • Aug-12-2024

    Singapore

  • Aug-12-2024

    Paris

  • Aug-19-2024

    Barcelona

  • Aug-19-2024

    Dubai

  • Aug-26-2024

    London

  • Sep-02-2024

    Kuala Lumpur

  • Sep-02-2024

    Istanbul

  • Sep-09-2024

    Singapore

  • Sep-09-2024

    Paris

  • Sep-16-2024

    Barcelona

  • Sep-16-2024

    Dubai

  • Sep-23-2024

    Istanbul

  • Sep-30-2024

    Kuala Lumpur

  • Sep-30-2024

    London

  • Oct-07-2024

    Kuala Lumpur

  • Oct-07-2024

    Istanbul

  • Oct-14-2024

    Paris

  • Oct-14-2024

    Singapore

  • Oct-21-2024

    Barcelona

  • Oct-21-2024

    Dubai

  • Oct-28-2024

    London

  • Nov-04-2024

    Kuala Lumpur

  • Nov-04-2024

    Istanbul

  • Nov-11-2024

    Paris

  • Nov-11-2024

    Singapore

  • Nov-18-2024

    Dubai

  • Nov-18-2024

    Barcelona

  • Nov-25-2024

    London

  • Dec-02-2024

    Kuala Lumpur

  • Dec-02-2024

    Istanbul

  • Dec-09-2024

    Singapore

  • Dec-09-2024

    Paris

  • Dec-16-2024

    Dubai

  • Dec-16-2024

    Barcelona

  • Dec-23-2024

    Istanbul

  • Dec-30-2024

    Kuala Lumpur

  • Dec-30-2024

    London

Course Details

Course Outline

5 days course

Introduction to Predictive Analytics for Business

  • Overview of predictive analytics and its applications in the business world
  • Exploring the different types of predictive models
  • Understanding the data requirements and data sources for predictive analytics
  • Discussing the key steps involved in building a predictive model

 

Data Preparation and Feature Engineering

  • Understanding the importance of data quality in predictive modelling
  • Exploring different techniques for data cleaning and feature engineering
  • Handling missing values, outliers, and imbalanced data
  • Feature selection techniques and methods for creating new features

Supervised Learning Techniques

  • Introduction to supervised learning algorithms such as linear regression, logistic regression, decision trees, and random forests
  • Understanding the assumptions and limitations of each algorithm
  • Evaluating the performance of the models using metrics such as accuracy, precision, and recall
  • Tuning the models to improve their performance

Unsupervised Learning Techniques

  • Introduction to unsupervised learning algorithms such as clustering, dimensionality reduction, and association rules
  • Understanding the assumptions and limitations of each algorithm
  • Evaluating the performance of the models using metrics such as silhouette score, inertia, and lift
  • Applying unsupervised learning to business problems such as customer segmentation and market basket analysis

 

Advanced Topics in Predictive Analytics for Business

  • Feature scaling and normalization techniques
  • Ensemble methods such as bagging, boosting, and stacking
  • Introduction to deep learning algorithms for predictive analytics
  • Deploying predictive models in a business setting

Course Video