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๐ŸŒณ Level 3

AI Branches

Build with todayโ€™s AI capabilities

Move from concepts to applications. Work across text, vision, speech, and multimodal systems while learning where APIs, open models, structured outputs, and human review fit.

14
Lessons
~10h
Duration
3/5
Level

๐ŸŽฏ What You'll Learn

  • โœ“Build a small multimodal AI feature
  • โœ“Choose between prompting, retrieval, and fine-tuning
  • โœ“Design clear input and output contracts for model calls
  • โœ“Explain failure modes to non-technical stakeholders

Prerequisites: AI Sprouts or equivalent foundations

๐Ÿ‘ค Who Is This For?

Learners who want to build useful AI features

๐Ÿท๏ธ Topics Covered

Model APIs and structured outputPrompt and context designVision, speech, and multimodal AIFine-tuning versus retrievalHuman-in-the-loop product design
๐Ÿงช

Try Our Interactive Experiments

Put theory into practice with hands-on AI experiments you can run right in your browser.

โ†’

๐Ÿ“š Lessons

1
๐Ÿ‘๏ธ

Computer Vision

Discover how machines interpret images and video, from pixel grids to self-driving cars.

โฑ๏ธ 18mโ†’
2
๐Ÿ’ฌ

Natural Language Processing

Explore how machines read, write, and interpret the messy complexity of human language.

Proโฑ๏ธ 18mโ†’
3

๐Ÿ“– Related Articles

What Is Natural Language Processing (NLP)? A Beginner's Guide

Learn what NLP is, how it works, and why it powers everything from chatbots to search engines. A complete beginner's guide to natural language processing.

โฑ๏ธ 4 min read

Midjourney vs DALL-E vs Stable Diffusion: 2026 Comparison & Market Share

The honest 2026 comparison of the three biggest AI image generators. Quality, pricing, market share, and which one to pick for your work.

โฑ๏ธ 4 min read

Neural Networks Explained Simply: How AI Brains Actually Work

Neural networks explained simply โ€” biological vs artificial neurons, layers, training, backpropagation, activation functions, and the difference between CNNs, RNNs, and Transformers. No maths required.

โฑ๏ธ 4 min read

โ“ Frequently Asked Questions

AI Branches focuses on real-world applications. While Seeds and Sprouts build foundational knowledge, Branches shows you AI in action across healthcare, finance, creative arts, and more - and you'll start building simple projects.

Basic familiarity with concepts helps but isn't required. The projects use guided, no-code tools so you can focus on understanding AI applications rather than syntax.

Yes! You'll build a simple chatbot, explore how image recognition works, and create an AI-powered mini project. These hands-on experiences are designed to solidify your understanding.

The first lesson of AI Branches is free to try. Pro unlocks the rest of the programme, along with every other academy, track, and certificate.

You'll explore AI applications in healthcare (diagnosis, drug discovery), creative arts (image generation, music), finance (fraud detection), and everyday tools like chatbots and virtual assistants.

Start First Lesson โ†’
13 ยท Pro

Your next level is behind this door

Choose a plan to unlock every academy, every lesson, progress sync, and completion certificates. Start building skills that compound.

Try Pro free for 7 days โ†’

Free for 7 days. Cancel anytime, no questions asked.

๐Ÿ”’ Sign in to track progress and earn certificates

โ† Back to All Academics
๐Ÿฅ

AI in Healthcare

How AI is transforming medicine from diagnosis to drug discovery

Proโฑ๏ธ 12mโ†’
4
๐ŸŽฏ

Recommendation Systems

Uncover the algorithms behind personalised recommendations and why your feed feels like it reads your mind.

Proโฑ๏ธ 15mโ†’
5
๐ŸŽ™๏ธ

Voice AI and Speech Recognition

Discover how AI converts spoken words into text, powers virtual assistants, and creates synthetic voices.

Proโฑ๏ธ 15mโ†’
6
๐ŸŽจ

Generative AI

Explore how AI generates images, music, and code from scratch - from GANs to diffusion models and beyond.

Proโฑ๏ธ 16mโ†’
7
๐ŸŽฎ

Reinforcement Learning

Understand how AI agents learn through trial, error, and reward - from game-playing champions to real-world robots.

Proโฑ๏ธ 15mโ†’
8
๐Ÿ”—

Multimodal AI

Learn how modern AI systems combine vision, language, and audio to understand the world more like humans do.

Proโฑ๏ธ 14mโ†’
9
๐Ÿค–

AI and Robotics

Discover how AI transforms robotics - from warehouse automation and surgical precision to humanoid robots that walk, grasp, and learn.

Proโฑ๏ธ 15mโ†’
10
๐Ÿš—

Autonomous Vehicles

Explore the AI behind self-driving cars - from sensor fusion and perception to the edge cases that make full autonomy so difficult.

Proโฑ๏ธ 16mโ†’
11
๐ŸŽฏ

Prompt Engineering: The Art of Talking to AI

Master the craft of writing prompts that get brilliant results

Proโฑ๏ธ 15mโ†’
12
๐Ÿค–

Transformers Explained: The Architecture Behind ChatGPT

Understand the Transformer architecture that powers ChatGPT, Claude, Gemini, BERT and modern GPT models - the attention mechanism explained step by step.

Proโฑ๏ธ 35mโ†’
13
๐ŸŽฎ

Reinforcement Learning: Teaching AI Through Trial and Error

Learn how reinforcement learning works โ€” the training approach behind AlphaGo, ChatGPT's RLHF, game-playing AI, and robotics.

Proโฑ๏ธ 30mโ†’
14
๐ŸŽฏ

Fine-Tuning LLMs: Customising AI for Your Use Case

Learn how to take a pre-trained large language model and specialise it for a specific domain or task through fine-tuning.

Proโฑ๏ธ 40mโ†’