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Your production AI capstone

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🏆 Level 5

AI Masterpiece

Your production AI capstone

Design, build, evaluate, and present an end-to-end AI product. Combine retrieval or tool use with security, tests, observability, a runbook, and a credible product case.

10
Lessons
~30h
Duration
5/5
Level

🎯 What You'll Learn

  • ✓Ship a portfolio-ready AI system design and prototype
  • ✓Demonstrate evaluation beyond a happy-path demo
  • ✓Document risk, operations, and rollback decisions
  • ✓Present technical work with clear business and user value

Prerequisites: AI Canopy plus AI Craft, or equivalent experience

👤 Who Is This For?

Engineers ready to demonstrate production AI capability

🏷️ Topics Covered

Product brief and success metricsArchitecture and threat modelRAG or agent implementationEvaluation and observabilityLaunch review and portfolio case study
🧪

Try Our Interactive Experiments

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

→

📚 Lessons

1
💼

Engineering Portfolio

Craft a portfolio that makes hiring managers reach out to you before you even apply.

⏱️ 20m→
2
🎯

Full Mock Interview

Walk through a complete senior-level AI engineering interview from start to finish.

Pro⏱️ 45m→

📖 Related Articles

AI Career Paths in 2026: Which Role Is Right for You?

Thinking about an AI career? We break down every major role — ML Engineer, Data Scientist, AI Researcher, Prompt Engineer, MLOps, and more — with honest salary ranges, required skills, and how to get started.

⏱️ 4 min read

Top 30 AI Interview Questions and Answers for 2026

Prepare for your AI job interview with 30 essential questions and detailed answers — covering beginner, intermediate, and advanced topics.

⏱️ 4 min read

AI Startups to Watch in 2026: Companies Reshaping Industries

The most compelling AI startups of 2026 — from healthcare and legal tech to education and code generation — and the problems they're solving.

⏱️ 4 min read

❓ Frequently Asked Questions

AI Masterpiece is the capstone of the AI Mastery track. It combines DSA, system design, and behavioral skills into end-to-end case studies and portfolio projects.

You should have completed AI Sketch through AI Polish, or have equivalent knowledge in DSA, system design, and behavioral interviews.

Yes! The program is specifically designed for engineers targeting senior+ roles. You'll build portfolio pieces and practice full mock interviews.

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

You'll design Twitter's AI feed end-to-end, complete full mock interviews with detailed feedback, and build an engineering portfolio that showcases your technical breadth and depth.

Start First Lesson →
9 · 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 →

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

🔒 Sign in to track progress and earn certificates

← Back to All Academics
3
🐦

Design Twitter's AI Feed

Dissect the architecture behind a personalised timeline serving billions of tweets to hundreds of millions of users.

Pro⏱️ 30m→
4
🛠️

Build Your Own AI Project

Take an AI concept from napkin sketch to live product, then add it to your portfolio.

Pro⏱️ 25m→
5
🗺️

Career Roadmap 2026

Map out the skills, roles, and actions that will make you indispensable in the AI era.

Pro⏱️ 20m→
6
🔄

End-to-End ML Pipeline

Master the complete ML lifecycle: data collection, feature engineering, model training, deployment, and monitoring - all orchestrated as reproducible pipeline code.

Pro⏱️ 22m→
7
🏆

Kaggle Competition Guide

From first submission to grandmaster techniques: EDA workflows, feature engineering tricks, ensemble methods, and strategies that consistently place in the top 1%.

Pro⏱️ 20m→
8
📄

Reading Research Papers

A practical framework for reading, understanding, and implementing AI research papers - from decoding maths notation to turning algorithms into working code.

Pro⏱️ 20m→
9
🏗️

System Design Mock Interview

A complete system design walkthrough for a food delivery platform - requirements, API design, architecture, deep dives, and scaling - structured exactly like a real senior engineer interview.

Pro⏱️ 25m→
10
🚀

Ship an Open-Source AI Project

From idea to launch: plan, build, document, publish, and promote an open-source AI project that becomes a career catalyst and your portfolio's centrepiece.

Pro⏱️ 24m→