Bundle
IB Computer Science 2027 – A4 Machine Learning – Complete Lesson & Worksheet Bundle
IB DP Computer Science Topic A4 Machine Learning complete lesson and worksheet bundle for the new 2027 syllabus. A comprehensive collection of classroom-ready resources covering machine learning fundamentals, data preprocessing, machine learning approaches and ethical considerations.
IB Computer Science 2027 – A4 Machine Learning
A complete teaching bundle for IB Diploma Programme Computer Science, aligned with the new IB Computer Science syllabus for first assessment in May 2027.
This bundle brings together the full set of Topic A4 Machine Learning lesson resources, providing a structured collection of presentations, worksheets, activities and answers.
What is included
Lesson presentations
Student worksheets
Classroom activities
Student tasks
Questions to check understanding
Mark schemes / answers
Syllabus coverage
A4.1 Machine Learning Fundamentals
A4.1.1 Types of Machine Learning
A4.1.2 Hardware Required for Machine Learning
A4.2 Data Preprocessing – HL only
A4.2.1 / A4.2.2 Data Cleaning & Feature Engineering
A4.2.3 Dimensionality Reduction
A4.3 Machine Learning Approaches
A4.3.1 Linear Regression
A4.3.2 Supervised Learning – Classification
A4.3.3 Model Evaluation & Hyperparameters
A4.3.4 / A4.3.5 Unsupervised Learning
A4.3.6 / A4.3.7 Reinforcement Learning
A4.3.8 Artificial Neural Networks
A4.3.9 Convolutional Neural Networks
A4.3.10 Model Selection & Comparison
A4.4 Ethical Considerations
A4.4.1 / A4.4.2 Ethics of Emerging Technologies
Suitable for
IB Diploma Programme Computer Science
SL and HL
New 2027 syllabus
First assessment May 2027
Secondary students aged 16–18
This bundle provides a complete set of teaching resources for Topic A4 and can be used as the foundation of an entire Machine Learning unit.
Please note: These are original teaching resources and are not affiliated with or endorsed by the International Baccalaureate Organisation.




















