Artiificial Intelligence

AI Engineering: Build Intelligent Systems with LLMs, RAG, and Agents

About this course

AI engineering today is about building systems that can reason, retrieve, and deliver real value in production. In this course, you will learn how modern AI applications are designed and built. We start with the foundations such as data, machine learning, and APIs and then move into working with large language models, embeddings, and real-world use cases. As the course progresses, you will build systems using retrieval-augmented generation, vector databases, and AI agents. You will also learn how to deploy, monitor, and improve these systems so they perform reliably in real environments. The focus is not just on understanding AI but on applying it in ways that reflect how top engineering teams at companies like Google, Microsoft, Netflix, and Amazon build and ship AI-powered products.

Course curriculum

25 lessons

2.1 hrs estimated

1What AI Engineering Actually Means in 2026

2Python Foundations for AI

3Data Preparation: Where Real AI Work Begins

4How Machines Actually Learn

5Model Evaluation: Proving Your Model Actually Works

6Neural Networks, Demystified

7How Your Code Talks to AI

8Prompt Engineering: How to Actually Get What You Asked For

9What Large Language Models Actually Do

10Embeddings: How Machines Understand Meaning

11Vector Databases: Search That Understands Meaning

12RAG: Giving Your Chatbot a Memory

13AI Agents: When Your System Does the Work

14Data Pipelines: The Quiet Backbone

15From Notebook to Live: Deploying Your Model

16Your Model Ships, Then What?

17Performance: When Speed Becomes the Product

18When Your AI Behaves Badly

19Testing AI Systems: Trust But Verify

20System Design: Building for the Real World

21AI Is a Team Sport

22Your First Real Assistant, End to End

23Scaling Systems: When Success Becomes the Problem

24AI Product Thinking: Start With the Human

25The Final System: Refining What You Built

How you'll learn on WhatsApp

Lessons arrive in your WhatsApp chat. Tap through an example of each part below.

Walk away with something real

Platinum

90%+

Gold

80%+

Silver

65%+

Bronze

Any

ACTD Accredited

This course and its certificate are accredited by the American Council of Training and Development — recognised globally for professional development and employability.

Enrolment

One-time payment (incl. VAT where applicable)

Daily lessons on WhatsApp
Ask your instructor — up to 2 questions/month
Certificate on completion
2 free preview lessons

Course and certificate accredited by the American Council of Training and Development

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