Machine Learning for Forecasting and Optimization

Master machine learning for forecasting and optimization in 5 days. Gain practical skills to drive business decisions. Enroll now!

AIM12 5 days onsite
  • Course Outline

    Introduction

    This course provides a comprehensive exploration of machine learning techniques for forecasting and optimization, equipping professionals with practical skills for real-world applications.

    Objectives

    • Understand foundational concepts of machine learning and their relevance to forecasting and optimization.
    • Gain proficiency in time series forecasting techniques using machine learning models.
    • Develop skills for implementing optimization algorithms in business scenarios.
    • Learn to evaluate, interpret, and tune model performance for improved predictive accuracy.
    • Apply machine learning solutions to real-world forecasting and optimization problems.

    Course Outlines

    Day 1: Foundations of Machine Learning in Forecasting and Optimization

    • Introduction to machine learning concepts and terminology
    • Overview of forecasting and optimization problems in business
    • Types of machine learning algorithms: supervised, unsupervised, and reinforcement learning
    • Key metrics for evaluating forecasting and optimization models
    • Data preprocessing and feature engineering essentials

    Day 2: Time Series Forecasting with Machine Learning

    • Introduction to time series data and its characteristics
    • Classical forecasting methods vs. machine learning approaches
    • Feature engineering for time series prediction
    • Implementing regression and tree-based models for forecasting
    • Evaluating and validating forecasting models

    Day 3: Optimization Techniques Powered by Machine Learning

    • Introduction to optimization problems and solution strategies
    • Linear and nonlinear optimization fundamentals
    • Machine learning approaches for optimization
    • Application of optimization in logistics, supply chain, and resource allocation
    • Integrating forecasting outputs with optimization models

    Day 4: Advanced Topics and Model Tuning

    • Ensemble learning and boosting for improved accuracy
    • Hyperparameter tuning techniques
    • Addressing overfitting and underfitting in models
    • Interpretability and explainability of machine learning models
    • Handling uncertainty and risk in forecasting and optimization

    Day 5: Real-World Applications and Capstone Project

    • Case studies from various industries
    • Best practices for deployment and monitoring of ML models
    • Ethical considerations in forecasting and optimization
    • Group capstone project: Designing a complete ML pipeline
    • Course review, feedback, and next steps for continued learning

This 5-day course is designed for professionals seeking to leverage machine learning for advanced forecasting and optimization tasks. Participants will gain hands-on experience with essential algorithms, tools, and best practices to enhance predictive accuracy and operational efficiency.

Through a blend of theoretical instruction and practical exercises, attendees will learn how to apply machine learning models to real-world data, interpret results, and implement optimized solutions across various business domains. By the end of the course, learners will be equipped to drive data-driven decision-making within their organizations.

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City Location Start End Duration Price
Kuala Lumpur , Malaysia Hilton Kuala Lumpur 2026-04-19 2026-04-23 5 days
4,995.00 GBP
Istanbul , Turkey Hilton Istanbul 2026-04-19 2026-04-23 5 days
5,250.00 GBP
Dubai , UAE Address Hotel 2026-04-19 2026-04-23 5 days
5,750.00 GBP
London , UK Hilton London Paddington 2026-04-20 2026-04-24 5 days
6,500.00 GBP
Kuala Lumpur , Malaysia Hilton Kuala Lumpur 2026-04-26 2026-04-30 5 days
4,995.00 GBP
Istanbul , Turkey Hilton Istanbul 2026-04-26 2026-04-30 5 days
5,250.00 GBP
Dubai , UAE Address Hotel 2026-04-26 2026-04-30 5 days
5,750.00 GBP
London , UK Hilton London Paddington 2026-04-27 2026-05-01 5 days
6,500.00 GBP
Kuala Lumpur , Malaysia Hilton Kuala Lumpur 2026-05-17 2026-05-21 5 days
4,995.00 GBP
Istanbul , Turkey Hilton Istanbul 2026-05-17 2026-05-21 5 days
5,250.00 GBP
Dubai , UAE Address Hotel 2026-05-17 2026-05-21 5 days
5,750.00 GBP
London , UK Hilton London Paddington 2026-05-18 2026-05-22 5 days
6,500.00 GBP
Kuala Lumpur , Malaysia Hilton Kuala Lumpur 2026-05-24 2026-05-28 5 days
4,995.00 GBP
Istanbul , Turkey Hilton Istanbul 2026-05-24 2026-05-28 5 days
5,250.00 GBP
Dubai , UAE Address Hotel 2026-05-24 2026-05-28 5 days
5,750.00 GBP
London , UK Hilton London Paddington 2026-05-25 2026-05-29 5 days
6,500.00 GBP
Kuala Lumpur , Malaysia Hilton Kuala Lumpur 2026-05-31 2026-06-04 5 days
4,995.00 GBP
Istanbul , Turkey Hilton Istanbul 2026-05-31 2026-06-04 5 days
5,250.00 GBP
Dubai , UAE Address Hotel 2026-05-31 2026-06-04 5 days
5,750.00 GBP
London , UK Hilton London Paddington 2026-06-15 2026-06-19 5 days
6,500.00 GBP
Kuala Lumpur , Malaysia Hilton Kuala Lumpur 2026-06-21 2026-06-25 5 days
4,995.00 GBP
Istanbul , Turkey Hilton Istanbul 2026-06-21 2026-06-25 5 days
5,250.00 GBP
Dubai , UAE Address Hotel 2026-06-21 2026-06-25 5 days
5,750.00 GBP
London , UK Hilton London Paddington 2026-06-22 2026-06-26 5 days
6,500.00 GBP
Kuala Lumpur , Malaysia Hilton Kuala Lumpur 2026-06-28 2026-07-02 5 days
4,995.00 GBP
Istanbul , Turkey Hilton Istanbul 2026-06-28 2026-07-02 5 days
5,250.00 GBP
Dubai , UAE Address Hotel 2026-06-28 2026-07-02 5 days
5,750.00 GBP
London , UK Hilton London Paddington 2026-06-29 2026-07-03 5 days
6,500.00 GBP
Kuala Lumpur , Malaysia Hilton Kuala Lumpur 2026-07-19 2026-07-23 5 days
4,995.00 GBP
Istanbul , Turkey Hilton Istanbul 2026-07-19 2026-07-23 5 days
5,250.00 GBP
Dubai , UAE Address Hotel 2026-07-19 2026-07-23 5 days
5,750.00 GBP
London , UK Hilton London Paddington 2026-07-20 2026-07-24 5 days
6,500.00 GBP
Kuala Lumpur , Malaysia Hilton Kuala Lumpur 2026-07-26 2026-07-30 5 days
4,995.00 GBP
Istanbul , Turkey Hilton Istanbul 2026-07-26 2026-07-30 5 days
5,250.00 GBP
Dubai , UAE Address Hotel 2026-07-26 2026-07-30 5 days
5,750.00 GBP
London , UK Hilton London Paddington 2026-07-27 2026-07-31 5 days
6,500.00 GBP
Kuala Lumpur , Malaysia Hilton Kuala Lumpur 2026-08-16 2026-08-20 5 days
4,995.00 GBP
Istanbul , Turkey Hilton Istanbul 2026-08-16 2026-08-20 5 days
5,250.00 GBP
Dubai , UAE Address Hotel 2026-08-16 2026-08-20 5 days
5,750.00 GBP
London , UK Hilton London Paddington 2026-08-17 2026-08-21 5 days
6,500.00 GBP
Kuala Lumpur , Malaysia Hilton Kuala Lumpur 2026-08-23 2026-08-27 5 days
4,995.00 GBP
Istanbul , Turkey Hilton Istanbul 2026-08-23 2026-08-27 5 days
5,250.00 GBP
Dubai , UAE Address Hotel 2026-08-23 2026-08-27 5 days
5,750.00 GBP
London , UK Hilton London Paddington 2026-08-24 2026-08-28 5 days
6,500.00 GBP
Kuala Lumpur , Malaysia Hilton Kuala Lumpur 2026-08-30 2026-09-03 5 days
4,995.00 GBP
Istanbul , Turkey Hilton Istanbul 2026-08-30 2026-09-03 5 days
5,250.00 GBP
Dubai , UAE Address Hotel 2026-08-30 2026-09-03 5 days
5,750.00 GBP
London , UK Hilton London Paddington 2026-08-31 2026-09-04 5 days
6,500.00 GBP
Kuala Lumpur , Malaysia Hilton Kuala Lumpur 2026-09-20 2026-09-24 5 days
4,995.00 GBP
Istanbul , Turkey Hilton Istanbul 2026-09-20 2026-09-24 5 days
5,250.00 GBP
Dubai , UAE Address Hotel 2026-09-20 2026-09-24 5 days
5,750.00 GBP
London , UK Hilton London Paddington 2026-09-21 2026-09-25 5 days
6,500.00 GBP
Kuala Lumpur , Malaysia Hilton Kuala Lumpur 2026-09-27 2026-10-01 5 days
4,995.00 GBP
Istanbul , Turkey Hilton Istanbul 2026-09-27 2026-10-01 5 days
5,250.00 GBP
Dubai , UAE Address Hotel 2026-09-27 2026-10-01 5 days
5,750.00 GBP
London , UK Hilton London Paddington 2026-09-28 2026-10-02 5 days
6,500.00 GBP
Kuala Lumpur , Malaysia Hilton Kuala Lumpur 2026-10-18 2026-10-22 5 days
4,995.00 GBP
Istanbul , Turkey Hilton Istanbul 2026-10-18 2026-10-22 5 days
5,250.00 GBP
Dubai , UAE Address Hotel 2026-10-18 2026-10-22 5 days
5,750.00 GBP
London , UK Hilton London Paddington 2026-10-19 2026-10-23 5 days
6,500.00 GBP
Kuala Lumpur , Malaysia Hilton Kuala Lumpur 2026-10-25 2026-10-29 5 days
4,995.00 GBP
Istanbul , Turkey Hilton Istanbul 2026-10-25 2026-10-29 5 days
5,250.00 GBP
Dubai , UAE Address Hotel 2026-10-25 2026-10-29 5 days
5,750.00 GBP
London , UK Hilton London Paddington 2026-10-26 2026-10-30 5 days
6,500.00 GBP
Kuala Lumpur , Malaysia Hilton Kuala Lumpur 2026-11-15 2026-11-19 5 days
4,995.00 GBP
Istanbul , Turkey Hilton Istanbul 2026-11-15 2026-11-19 5 days
5,250.00 GBP
Dubai , UAE Address Hotel 2026-11-15 2026-11-19 5 days
5,750.00 GBP
London , UK Hilton London Paddington 2026-11-16 2026-11-20 5 days
6,500.00 GBP
Kuala Lumpur , Malaysia Hilton Kuala Lumpur 2026-11-22 2026-11-26 5 days
4,995.00 GBP
Istanbul , Turkey Hilton Istanbul 2026-11-22 2026-11-26 5 days
5,250.00 GBP
Dubai , UAE Address Hotel 2026-11-22 2026-11-26 5 days
5,750.00 GBP
London , UK Hilton London Paddington 2026-11-23 2026-11-27 5 days
6,500.00 GBP
Kuala Lumpur , Malaysia Hilton Kuala Lumpur 2026-11-29 2026-12-03 5 days
4,995.00 GBP
Istanbul , Turkey Hilton Istanbul 2026-11-29 2026-12-03 5 days
5,250.00 GBP
Dubai , UAE Address Hotel 2026-11-29 2026-12-03 5 days
5,750.00 GBP
London , UK Hilton London Paddington 2026-11-30 2026-12-04 5 days
6,500.00 GBP
Kuala Lumpur , Malaysia Hilton Kuala Lumpur 2026-12-20 2026-12-24 5 days
4,995.00 GBP
Istanbul , Turkey Hilton Istanbul 2026-12-20 2026-12-24 5 days
5,250.00 GBP
Dubai , UAE Address Hotel 2026-12-20 2026-12-24 5 days
5,750.00 GBP
London , UK Hilton London Paddington 2026-12-21 2026-12-25 5 days
6,500.00 GBP
Kuala Lumpur , Malaysia Hilton Kuala Lumpur 2026-12-27 2026-12-31 5 days
4,995.00 GBP
Istanbul , Turkey Hilton Istanbul 2026-12-27 2026-12-31 5 days
5,250.00 GBP
Dubai , UAE Address Hotel 2026-12-27 2026-12-31 5 days
5,750.00 GBP
London , UK Hilton London Paddington 2026-12-28 2027-01-01 5 days
6,500.00 GBP
Kuala Lumpur , Malaysia Hilton Kuala Lumpur 2027-01-17 2027-01-21 5 days
4,995.00 GBP
Istanbul , Turkey Hilton Istanbul 2027-01-17 2027-01-21 5 days
5,250.00 GBP
Dubai , UAE Address Hotel 2027-01-17 2027-01-21 5 days
5,750.00 GBP
London , UK Hilton London Paddington 2027-01-18 2027-01-22 5 days
6,500.00 GBP
Kuala Lumpur , Malaysia Hilton Kuala Lumpur 2027-01-24 2027-01-28 5 days
4,995.00 GBP
Istanbul , Turkey Hilton Istanbul 2027-01-24 2027-01-28 5 days
5,250.00 GBP
Dubai , UAE Address Hotel 2027-01-24 2027-01-28 5 days
5,750.00 GBP
London , UK Hilton London Paddington 2027-01-25 2027-01-29 5 days
6,500.00 GBP
Kuala Lumpur , Malaysia Hilton Kuala Lumpur 2027-01-31 2027-02-04 5 days
4,995.00 GBP
Istanbul , Turkey Hilton Istanbul 2027-01-31 2027-02-04 5 days
5,250.00 GBP
Dubai , UAE Address Hotel 2027-01-31 2027-02-04 5 days
5,750.00 GBP
London , UK Hilton London Paddington 2027-02-15 2027-02-19 5 days
6,500.00 GBP
Kuala Lumpur , Malaysia Hilton Kuala Lumpur 2027-02-21 2027-02-25 5 days
4,995.00 GBP
Istanbul , Turkey Hilton Istanbul 2027-02-21 2027-02-25 5 days
5,250.00 GBP
Dubai , UAE Address Hotel 2027-02-21 2027-02-25 5 days
5,750.00 GBP
London , UK Hilton London Paddington 2027-02-22 2027-02-26 5 days
6,500.00 GBP
Kuala Lumpur , Malaysia Hilton Kuala Lumpur 2027-02-28 2027-03-04 5 days
4,995.00 GBP
Istanbul , Turkey Hilton Istanbul 2027-02-28 2027-03-04 5 days
5,250.00 GBP
Dubai , UAE Address Hotel 2027-02-28 2027-03-04 5 days
5,750.00 GBP
London , UK Hilton London Paddington 2027-03-15 2027-03-19 5 days
6,500.00 GBP
Kuala Lumpur , Malaysia Hilton Kuala Lumpur 2027-03-21 2027-03-25 5 days
4,995.00 GBP
Istanbul , Turkey Hilton Istanbul 2027-03-21 2027-03-25 5 days
5,250.00 GBP
Dubai , UAE Address Hotel 2027-03-21 2027-03-25 5 days
5,750.00 GBP
London , UK Hilton London Paddington 2027-03-22 2027-03-26 5 days
6,500.00 GBP
Kuala Lumpur , Malaysia Hilton Kuala Lumpur 2027-03-28 2027-04-01 5 days
4,995.00 GBP
Istanbul , Turkey Hilton Istanbul 2027-03-28 2027-04-01 5 days
5,250.00 GBP
Dubai , UAE Address Hotel 2027-03-28 2027-04-01 5 days
5,750.00 GBP
London , UK Hilton London Paddington 2027-03-29 2027-04-02 5 days
6,500.00 GBP
Kuala Lumpur , Malaysia Hilton Kuala Lumpur 2027-04-18 2027-04-22 5 days
4,995.00 GBP
Istanbul , Turkey Hilton Istanbul 2027-04-18 2027-04-22 5 days
5,250.00 GBP
Dubai , UAE Address Hotel 2027-04-18 2027-04-22 5 days
5,750.00 GBP
Course code AIM12
Delivery mode onsite
Duration 5 days
Updated 2026-02-12 16:38:14

What’s included

  • Code: AIM12
  • Duration: 5 days
  • Delivery: Onsite
  • Outline: Available

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