AI and machine learning · Free online course

Prompt Engineering for Engineers

A course for engineers on writing AI prompts with checkable output and testing them on a golden set. Free to learn; the certificate is optional and paid.

  • 12 modules
  • 7h 45m of video
  • Beginner
  • English
  • ₹0, free
  • Lab practice in your browser
Prompt Engineering for Engineers course cover

₹0Free for good

Worth ₹4,499 by length and depth against classroom training. It has always been free; that is not a former price.

No card. Checkout takes a minute and gives you a receipt.

Overview

About Prompt Engineering for Engineers

Learn to write AI prompts for engineering work with output you can check, and test them against a golden set.

Prompt Engineering for Engineers is a free, self-paced online course from EDWartens for engineers, developers and students applying AI to real work. It has 12 modules and 7h 45m of video lessons by Anthropic, freeCodeCamp.org, IBM Technology and others, with written notes and worked problems, a practical project with a document pack and a 15-question final assessment (pass mark 60%). Learning is free with an account; an optional certificate with a public verification code is issued when you pass. Last updated 27 September 2026.

Who it is for: Engineers, developers and students applying AI to real work

This course includes

  • 7h 45m of video lessons
  • 12 modules with written notes and diagrams
  • One final assessment: 15 questions, pass mark 60%
  • Ask-an-engineer support from practising engineers
  • Lifetime access, the course does not expire
  • Optional verifiable certificate when you finish
  1. Step 1 of 3

    Learn the 12 modules

    7h 45m of video lessons, written notes and a practice task per module, at your own pace.

  2. Step 2 of 3

    Pass the final assessment

    15 questions drawn from every module, pass mark 60%, 3 attempts.

  3. Step 3 of 3

    Take the certificate, if you want it

    Optional, paid once, only if you choose it. The course stays free either way.

    See the certificate and its price

A look inside

Prompt Engineering for Engineers: Syllabus at a glance
Syllabus at a glance
Prompt Engineering for Engineers: What you will be able to do
What you will be able to do
Prompt Engineering for Engineers: Tools and credits
Tools and credits

From the lessons

  • What Is Prompt Engineering? | Introduction to Prompt Engineering In 6 Minutes | Simplilearn

    A prompt is a specification

    by Simplilearn

  • Zero-shot, One-shot and Few-shot Prompting Explained | Prompt Engineering 101

    Zero-shot, one-shot and few-shot examples

    by Analytics Vidhya

  • What Is Chain-of-Thought Prompting in Generative AI?

    Thinking step by step

    by Eye on Tech

  • Prompting 101 | Code w/ Claude

    System prompts and roles

    by Anthropic

  • Getting Structured Output in JSON format

    Structured output: JSON and tables

    by Telusko

  • Context Engineering vs. Prompt Engineering: Smarter AI with RAG & Agents

    Context engineering

    by IBM Technology

Lesson frames belong to the creators named in the Credits and are shown from YouTube.

What you learn

What you will be able to do

By the end you will be able to:

  • Write prompts with role, task, context, format and constraints
  • Use few-shot examples, chain of thought and decomposition
  • Get JSON and CSV out of a model reliably
  • Generate engineering documents from data tables with rules against invention
  • Build a tested prompt library entry with a golden set and a score

How it works

How this course works

  1. Watch the lessons

    Short video lessons, one module at a time, at your own pace.

  2. Read the notes

    Open the Reading tab for the written notes and diagrams of the module.

  3. Practise in the 3D labOptional

    Try the module in the free 3D lab, in your browser.

  4. Check yourself

    Answer the questions to see what stuck before you move on.

  5. Final assessment

    Pass the final once you have been through the modules.

  6. Certificate, if you want oneOptional

    Optional, with a page anyone can use to verify it.

Syllabus

Course content, module by module

In order, at whatever pace suits you. Each module ends with a practice task that builds on the last.

Modules
12
Video lessons
24
Of video
7h 45m
Final questions
15
  1. 01

    A prompt is a specification, with lab practice:

    3 lessons · 35m
  2. 02

    Zero-shot, one-shot and few-shot examples

    3 lessons · 19m
  3. 03

    Thinking step by step

    3 lessons · 24m
  4. 04

    System prompts and roles

    1 lesson · 25m
  5. 05

    Structured output: JSON and tables, with lab practice:

    2 lessons · 34m
  6. 06

    Context engineering, with lab practice:

    2 lessons · 20m
  7. 07

    Engineering documents from data tables, with lab practice:

    1 lesson · 42m
  8. 08

    Prompting for code

    3 lessons · 45m
  9. Final assessment · 15 questions, pass mark 60%

3D lab

Practise in the 3D lab

Write real prompts and test them: get exact JSON for ten emails, stop the model inventing a missing fact, and defeat an instruction hidden in an email.

Train and testWatch

Optional. Skip it whenever you like: it never blocks your progress or your certificate.

Project

The course project

Optional practice that ends in the kind of job the course prepares you for, with the documents that go with it.

About 4 hours

A tested prompt library for one real engineering deliverable

Pick one document you produce at work: a FAT report section, an operating procedure, a fault-code guide or an I/O description column. Build the prompt that generates it from a data table. Test it against a golden set and iterate to a score. Then write it up as a library entry someone else could use.

This project at a glance
  1. 7documents in the pack
  2. 6steps to follow
  3. Laboptional: in the 3D lab
  4. 5things to hand in
  5. 4 hof work, at your pace

Do it in the lab: 4 steps.

Sample document pack, 7 documents, filled in for the scenario

  • PlanPrompt Development Plan: FAT 'Test Results' Section
  • RegisterSource Data: FAT Results Sheet (Sample)
  • RegisterGolden Set: Twelve Cases with Expected Output
  • Test reportScore Record: Prompt Versions 1 to 4
  • RegisterPrompt Change Log
  • ProcedurePrompt Library Entry FATRES-04: FAT Test Results Section
  • ReportSample Output: Section 5 Generated from the Sample Sheet, as Reviewed

Read inside the course and download as a workbook. The project is optional practice, marked when you submit it; the certificate needs only the modules and the final assessment.

About 2 hours

Thirty tag lines to JSON, scored by exact match

Few-shot examples plus a JSON schema, applied to thirty messy instrument lines. The score is the number of rows that match your hand-written expected JSON exactly.

This project at a glance
  1. 7documents in the pack
  2. 4steps to follow
  3. Laboptional: in the 3D lab
  4. 4things to hand in
  5. 2 hof work, at your pace

Do it in the lab: 4 steps.

Sample document pack, 7 documents, filled in for the scenario

  • SDSOutput Schema and Normalisation Rules for Tag-Line Extraction
  • RegisterThirty Input Lines with Hand-Written Expected Values
  • ProcedurePrompt Versions and Scoring Method
  • Test reportExact-Match Results, v1 and v2
  • RegisterMiss Analysis by Variation
  • ReportResult and Recommendation for the SCADA Import
  • PlanTest Plan for the Tag-Line Converter

Read inside the course and download as a workbook. The project is optional practice, marked when you submit it; the certificate needs only the modules and the final assessment.

Tools

Software, hardware and lessons

Software

Any chat tool (ChatGPT, Claude, Gemini, Copilot) or Google Colab with a free OpenRouter key.

Hardware

None.

Who it is for

Beginner. No coding required for most modules; the scoring examples use a few lines of Python you can paste.

Video lessons by

  • Anthropic
  • freeCodeCamp.org
  • IBM Technology
  • Jeff Su
  • Tina Huang
  • Tech With Tim
  • Great Learning
  • Dave Ebbelaar
  • Elvis Saravia
  • CodeEmporium
  • Microsoft Developer
  • Kevin Stratvert
  • edureka!
  • Simplilearn
  • Analytics Vidhya
  • Telusko
  • Grow with Google
  • Eye on Tech

Independent creators, credited in full under Credits.

Software you need

What to download, where from, what it costs and how to install it. Every link goes to the maker's own site, never a mirror.

One AI assistant

Any one is enough.

  1. 01

    ChatGPT

    OpenAI, in the browser

    Free plan with limits
    Runs on
    Any modern web browser, plus mobile and desktop apps
    Account
    A free OpenAI account

    The Free plan allows everyday text chats. File uploads, image creation, voice and data analysis have tighter limits than paid plans, and ads may appear in some countries. Paid plans raise the limits.

    Open ChatGPTchatgpt.com
  2. 02

    Claude

    Anthropic, in the browser

    Free plan with limits
    Runs on
    Any modern web browser, plus desktop and mobile apps
    Account
    A free Claude account (you must be 18 or over)

    The Free plan covers chat on web, desktop and mobile, web search, file creation and Artifacts. Usage limits reset on a rolling five-hour window and depend on message length and features used. Paid plans give more usage.

    Open Claudeclaude.com
  3. 03

    Google Gemini

    Google, in the browser

    Free with limits
    Runs on
    Any modern web browser, plus Android and iOS apps
    Account
    A free Google account

    Free with a Google account, including a Flash model, limited access to the Pro model, image generation, Deep Research and Gems. Paid Google AI plans give higher limits. Some features require you to be 18 or over.

    Open Google Geminigemini.google.com
  4. 04

    Microsoft Copilot and Microsoft 365 Copilot Chat

    Microsoft, in the browser

    Free
    Runs on
    Any modern web browser, plus Windows, macOS, Android and iOS apps
    Account
    None needed

    Microsoft Copilot is free for individuals; you must be at least 13 (older in some countries). Microsoft 365 Copilot Chat is included at no extra cost for organisations with an eligible Microsoft 365 licence and needs a work or school (Microsoft Entra ID) account.

Optional

Useful, not needed to finish the course.

  1. 05

    Google Colab

    Google, in the browser

    Free, GPU time not guaranteed
    Runs on
    Any modern web browser
    Account
    A free Google account

    Colab is free to use. In the free version GPUs and TPUs are heavily restricted and not guaranteed, sessions can run for at most 12 hours, and idle sessions are stopped. Paid plans give more reliable access.

    Open Google Colabcolab.research.google.com
  2. 06

    OpenRouter

    OpenRouter, Inc., in the browser

    Free models with rate limits
    Runs on
    Any modern web browser (API works from any language)
    Account
    A free OpenRouter account

    Models with IDs ending in :free cost nothing but are limited to 20 requests per minute and 50 requests per day. Buying at least 10 credits raises the daily free-model limit to 1,000 requests.

    Open OpenRouteropenrouter.ai

Checked against each maker's own page on 27 September 2026. Trial lengths and editions change; the maker's page is the final word.

What you walk away with

Your certificate for Prompt Engineering for Engineers

Finish the course, pass the final, and this is the document with your name on it.

Sample Wartens Certificate of Completion for Prompt Engineering for Engineers, issued through the EDWartens training portal
Sample. The issued certificate carries your name, your final score, a unique certificate ID and its own QR code.
  • Verifiable by anyone

  • Adds to LinkedIn in one click

  • QR code on the certificate

  • Names what you can do

  • A permanent link

  • Earned, not attended

Learning is free. The certificate is optional.

Add it now and pay only when you have finished the course, or come back for it later. One-off, US$23.99, with a receipt.

Issued by Wartens Ltd (England and Wales, company no. 15262249) through the EDWartens training portal, as a Certificate of Completion for this self-paced course. Sold in India by Wartens Automation Private Limited. It is not a vendor certification, a university award or a CPD-accredited activity, and it does not certify competence on live equipment. Delivered electronically; see the refund policy.

Practise what you learn in the free 3D lab

Technical work is judged on what you can do: wiring, commissioning, finding a fault. Doing a task yourself teaches more than watching it a second time, and a lab lets you try it safely before you meet real equipment. It does not replace working on real hardware.

  • Practise safely, so a mistake costs nothing.
  • The lab checks your work like a site test, so you know when it is right.
  • Free, in your browser, with nothing to install.

Why learn with EDWartens

What you get with this course.

  • Free from the first lesson to the final assessment.
  • Practice in a free 3D lab in your browser, with nothing to install.
  • Video lessons with written notes and a project.
  • An optional certificate that anyone can verify online.

FAQ

Common questions

Is prompt engineering still a useful skill?

Yes, but the useful part is not clever wording. It is defining what a correct answer looks like and testing the prompt against it. Anthropic's own documentation for Claude says that before prompt engineering you should have a clear definition of the success criteria for your use case. You also need some way to test empirically against those criteria. That is the habit this course builds. It ends with a prompt that is checked against a golden set and given a score.

How do you test whether a prompt works?

Run it against a fixed set of inputs whose correct outputs you already know, and score how many it gets right. OpenAI's developer documentation calls these tests evals. It describes them as testing model outputs to ensure they meet style and content criteria that you specify. In the course you test a prompt against ten or more cases with known answers and iterate to a score. You also score a tag-list converter by exact match.

How do I stop an AI model from inventing values in engineering documents?

Give it the source data, tell it to use only that data, and give it a way to say information is missing. Anthropic's guide to reducing hallucinations recommends allowing the model to say I don't know. It also recommends grounding answers in direct quotes and verifying claims with citations. These techniques reduce hallucinations but do not eliminate them. The course applies the idea to documents and code generated from data tables. You still check the output.

Is this just tips for ChatGPT?

No. It works in ChatGPT, Claude, Gemini, Copilot or any model through an API, and the point is the discipline of specifying, constraining and testing, not the tool. Every module ends with a prompt you keep.

Do I need to code?

Not for ten of the twelve modules. The scoring examples use a few lines of Python that are given to you; if you have never coded, paste them or score by hand in a spreadsheet.

What is the project in the Prompt Engineering for Engineers course?

You take one document you actually produce, such as a FAT report section, a procedure or a fault-code guide. You build the prompt that generates it from a table and test it against ten or more cases with known answers. You iterate to a score. Then you write it up as a prompt-library entry a colleague could reuse. A second short project scores a tag-list converter by exact match.

Do I need a paid AI account?

No. Any free chat tool works for most modules, and the scoring modules use OpenRouter's free models with a free key.

Is the Prompt Engineering for Engineers course really free?

Yes. Every module, practice task, project and assessment. You create an account so your progress is saved and the assessments can be marked. The certificate is the only paid item, and only if you want it.

What certificate does the Prompt Engineering for Engineers course give?

An EDWartens Certificate of Completion, issued when you have finished the modules and passed the final assessment (the project is optional practice), with a verification code anyone can check. It is not a vendor credential and is never described as one.

Who made the video lessons in the Prompt Engineering for Engineers course?

The creators named in the Credits block at the foot of this page, on their own YouTube channels. EDWartens did not make the videos and the creators are not affiliated with EDWartens. What EDWartens wrote is the study plan, the notes, the practice tasks, the projects and the assessments.

Do I have to use the lab?

No. The lab is optional practice. You can skip it whenever you like, and it never blocks your progress, the final assessment or your certificate.

Is the lab free?

Yes. Every lab level for this course opens in your browser, free, with nothing to install.

Is the Prompt Engineering for Engineers course free in India, and what does the certificate cost?

Yes. Learning costs ₹0 in India: every module, the written notes, the practice tasks and the final assessment, with no card and no trial period. The only paid item is the optional EDWartens Certificate of Completion, ₹499 including GST for this beginner course, paid in rupees through Razorpay, and only if you want it after passing the final assessment.

All course facts
Price
₹0, free for good. No trial, no card. Comparable classroom training of this length costs about ₹4,499.
Who it is for
Engineers, developers and students applying AI to real work
Format
12 self-paced modules, 7h 45m of video, written notes, a practice task per module and one final assessment.
Level
Beginner. Beginner. No coding required for most modules; the scoring examples use a few lines of Python you can paste.
Brand
Vendor-neutral
Software
Any chat tool (ChatGPT, Claude, Gemini, Copilot) or Google Colab with a free OpenRouter key.
Hardware
None.
Certificate
Optional EDWartens Certificate of Completion, ₹499 inclusive of GST for learners in India, verifiable by code. Not a vendor credential.
Video lessons by
Anthropic, freeCodeCamp.org, IBM Technology, Jeff Su, Tina Huang, Tech With Tim, Great Learning, Dave Ebbelaar, Elvis Saravia, CodeEmporium, Microsoft Developer, Kevin Stratvert, edureka!, Simplilearn, Analytics Vidhya, Telusko, Grow with Google, Eye on Tech (independent creators, credited below)
Language
English
Last updated
27 September 2026

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Credits

Who made the video lessons

The video lessons in this course were created by the people below, not by EDWartens. Every lesson streams from its creator's own YouTube channel; EDWartens neither hosts nor sells that footage, and the creators are not affiliated with EDWartens and do not endorse this course. What EDWartens wrote is the study plan, the notes, the practice tasks and the assessments.

If you are one of these creators and would like a lesson removed or credited differently, write to info@wartens.com.