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Deep learning – Edexcel IAL Computer Science lesson

Deep learning – Edexcel IAL Computer Science lesson

Subject: Computing

Age range: 16+

Resource type: Lesson (complete)

Last updated

11 November 2026

docx, 37.9 KB
docx, 37.9 KB
docx, 38.69 KB
docx, 38.69 KB
pptx, 376.32 KB
pptx, 376.32 KB

Deep learning lesson for Pearson Edexcel International A Level Computer Science, with editable PowerPoint slides, a student worksheet and full answers. Deep learning uses neural networks with many layers to find patterns in data; students cover how they are trained and where they are used.

Written for Unit 3 Advanced Principles of Computer Science, topic 16 Emerging technologies and professional practice (specification 16.1.4). Everything is editable, so you can adapt it to your class.

What’s included
  • PowerPoint lesson (16 slides) with teacher notes on every slide
  • Student worksheet (Word), ready to print or edit
  • Answer sheet (Word) with mark-scheme style answers for every question
U3.37 Deep learning

By the end of the lesson students can:

  • Describe the layers of a neural network and the role of weights, biases and activation functions
  • Calculate a forward propagation through a small network
  • Describe in words how back propagation adjusts the weights during training

Worksheet sections: A. Key words; B. Forward propagation; C. Back propagation in words; D. Exam-style questions; E. Challenge

Every lesson includes
  • Learning goals and a starter question
  • Clear explanations, diagrams and worked examples (Python 3 throughout, as the specification requires)
  • A quick check and a “your turn” task linked to the worksheet
  • Exam-style questions with marks, and an exit ticket
Format
  • PowerPoint (.pptx) and Word (.docx), fully editable
  • Works in PowerPoint and Google Slides
  • Calm, muted sixth-form design, consistent across the whole course

These are independent resources written for the Pearson Edexcel International Advanced Level Computer Science specification (Issue 1, first teaching 2026; IAS XCP01, IAL YCP01). They are not produced or endorsed by Pearson.

More lessons in this series

Last updated: November 2026.

Get this resource as part of a bundle and save up to 27%

A bundle is a package of resources grouped together to teach a particular topic, or a series of lessons, in one place.

Bundle

Emerging technologies and practice – Edexcel IAL CS (5 lessons)

5 ready-to-teach lessons for Pearson Edexcel International A Level Computer Science: Emerging technologies and professional practice. Every lesson has editable PowerPoint slides, a student worksheet and full answers, and the bundle costs less than buying the lessons one by one. A complete, ready-to-teach bundle for Pearson Edexcel International A Level Computer Science (2026): Topic 16 Emerging technologies and professional practice, in 5 bespoke lessons. Every lesson comes with: - **Editable PowerPoint slides**: goals, starter, explanations, diagrams, worked examples, a quick check, a task and an exit ticket, with teacher notes - **Student worksheet (Word)**: recall, applied practice and exam-style questions with marks - **Answer sheet (Word)**: full mark-scheme style answers Worth £24.95 if bought lesson by lesson. ## What's inside - **U3.34** Digital signatures and certificates - **U3.35** Blockchain - **U3.36** Quantum computing - **U3.37** Deep learning - **U3.38** Responsible practice ## Why teachers use it - Mapped lesson by lesson to the specification, so coverage is easy to track - Python 3 throughout, as the specification requires - Fully editable: adapt to your class, timings and school template - Works for teaching, revision, cover lessons and homework These are independent resources written for the Pearson Edexcel International Advanced Level Computer Science specification (Issue 1, first teaching 2026; IAS XCP01, IAL YCP01). They are not produced or endorsed by Pearson. Last updated: November 2026.

£10.99

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