Build-along projects

56 projects across the syllabus. Each one is something you build and run yourself, with the stack and time listed up front.

Using AI Tools

Cited Research Report Workflow

Produce a 2-page report where every claim has a checked source.

Stack: Perplexity, NotebookLM, Claude
Time: About 45 min
Level: Advanced
Code: Repo link when the lesson goes live

Coming soon AI Tools for Work (No Code): ChatGPT, Claude, Gemini, Copilot, NotebookLM, Perplexity

Using AI Tools

Make a Consistent Brand Image Set

Produce 10 on-brand images with a style guide.

Stack: ChatGPT image generation, Canva AI, Ideogram
Time: About 45 min
Level: Advanced
Code: Repo link when the lesson goes live

Coming soon AI Tools for Work (No Code): ChatGPT, Claude, Gemini, Copilot, NotebookLM, Perplexity

Using AI Tools

Build a Faceless Explainer Pipeline

Produce a 3-minute explainer from script to upload.

Stack: CapCut, ElevenLabs, Chatterbox TTS
Time: About 60 min
Level: Advanced
Code: Repo link when the lesson goes live

Coming soon AI Tools for Work (No Code): ChatGPT, Claude, Gemini, Copilot, NotebookLM, Perplexity

Using AI Tools

Turn Documents Into a Podcast Episode

Produce an edited audio episode from source documents.

Stack: NotebookLM, Descript
Time: About 40 min
Level: Advanced
Code: Repo link when the lesson goes live

Coming soon AI Tools for Work (No Code): ChatGPT, Claude, Gemini, Copilot, NotebookLM, Perplexity

Python for AI, From Zero

Colab Capstone: PDF or Recording to Summary and Actions

Ship an end-to-end work tool notebook.

Stack: Google Colab
Time: About 15 min
Level: Advanced
Code: Repo link when the lesson goes live

Coming soon Google Colab for AI: Free GPUs to Real Projects

Python for AI, From Zero

Project: Sales Insights Assistant

Ship an assistant that answers sales questions from a database with charts.

Stack: DuckDB, Streamlit, Gemini API
Time: About 35 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon Python for AI From Zero

Working With LLM APIs

Provider Shoot-Out on Your Own Task

Pick a provider from measured quality, cost and latency.

Stack: OpenAI API, Anthropic API, Gemini API
Time: About 40 min
Level: Advanced
Code: Repo link when the lesson goes live

Coming soon LLM APIs Masterclass: OpenAI, Claude, Gemini & Local Models

Working With LLM APIs

Project: Document Summariser

Summarise any PDF into key points.

Stack: OpenAI API, Ollama, Streamlit
Time: About 40 min
Level: Beginner
Code: Repo link when the lesson goes live

Coming soon LLM APIs Masterclass: OpenAI, Claude, Gemini & Local Models

Working With LLM APIs

Project: Cheap-First Model Router

Route easy questions to a small model and hard ones to a big one.

Stack: LiteLLM, Ollama
Time: About 50 min
Level: Advanced
Code: Repo link when the lesson goes live

Coming soon LLM APIs Masterclass: OpenAI, Claude, Gemini & Local Models

Working With LLM APIs

Project: Ship a Public AI Study Helper

Launch a logged-in, streaming AI study helper at a public URL.

Stack: Next.js, FastAPI, Gemini API, Git + GitHub
Time: About 40 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon LLM APIs Masterclass: OpenAI, Claude, Gemini & Local Models

RAG: Retrieval-Augmented Generation

Choose a Vector DB (incl. LanceDB, Redis, Atlas): Benchmark on Your Data

Pick a DB from measured recall, latency and cost.

Stack: Chroma, Qdrant, pgvector (Postgres), Pinecone
Time: About 50 min
Level: Advanced
Code: Repo link when the lesson goes live

Coming soon Advanced RAG: Vector Databases, Hybrid Search, GraphRAG & Agentic RAG

RAG: Retrieval-Augmented Generation

Capstone: Company Docs Support Bot

Ship a cited, evaluated support bot over company docs.

Stack: LangChain, Qdrant, RAGAS, FastAPI
Time: About 90 min
Level: Advanced
Code: Repo link when the lesson goes live

Coming soon Advanced RAG: Vector Databases, Hybrid Search, GraphRAG & Agentic RAG

AI Agents

Same Agent, Four Frameworks (+ TypeScript: Mastra, Vercel AI SDK)

Compare code size, control, cost and traces.

Stack: LangGraph, OpenAI Agents SDK, CrewAI, PydanticAI
Time: About 60 min
Level: Advanced
Code: Repo link when the lesson goes live

Coming soon AI Agent Frameworks: CrewAI, OpenAI Agents SDK, Claude Agent SDK, ADK, PydanticAI

AI Agents

Project: Build a Mini Coding-Agent Harness

Ship a small harness that fixes a failing test in a sandbox.

Stack: Python, Ollama, Docker, Git + GitHub
Time: About 75 min
Level: Advanced
Code: Repo link when the lesson goes live

Coming soon Build Your Own Agent Harness

Automation and No-Code Agents

Project: AI Email Triage

Classify, draft and route incoming email.

Stack: n8n, Gemini API
Time: About 45 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon n8n AI Agents & Automation for Work

Automation and No-Code Agents

Project: Automated Weekly Report

Send a weekly AI-written report from a sheet.

Stack: Zapier, Google Sheets
Time: About 40 min
Level: Beginner
Code: Repo link when the lesson goes live

Coming soon n8n AI Agents & Automation for Work

Automation and No-Code Agents

Project: Invoice Processing and Lead Enrichment

Extract invoices to a sheet and enrich new leads.

Stack: n8n, Google Sheets
Time: About 45 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon n8n AI Agents & Automation for Work

Voice AI Agents

Capstone: AI Receptionist

Ship a receptionist that answers, books and hands off.

Stack: Pipecat, Twilio
Time: About 90 min
Level: Advanced
Code: Repo link when the lesson goes live

Coming soon Production Voice AI Agents

Voice AI Agents

Capstone: Your Voice, End to End

Narrate a 2-minute explainer and blind-test it.

Stack: Chatterbox TTS, Google Colab
Time: About 15 min
Level: Advanced
Code: Repo link when the lesson goes live

Coming soon Train Your Own AI Voice for Free (Open-Source, Fine-Tuned)

LLM Engineering and Production

Capstone: Ship a Production AI Service

Deploy an evaluated, traced, secured AI service.

Stack: FastAPI, Docker, Langfuse, DeepEval
Time: About 90 min
Level: Advanced
Code: Repo link when the lesson goes live

Coming soon LLM APIs Masterclass: OpenAI, Claude, Gemini & Local Models

LLM Engineering and Production

Capstone: The Agent Quality Platform

Ship datasets, metrics, red-team tests, CI gates and live monitoring for one agent.

Stack: DeepEval, RAGAS, promptfoo, Langfuse, GitHub Actions
Time: About 90 min
Level: Advanced
Code: Repo link when the lesson goes live

Coming soon Agent Testing & Evaluation v2 (update of the live DeepEval course)

Training LLMs

Capstone: Fine-Tune for a Real Work Task

Deliver a model, eval report and demo.

Stack: Unsloth, Google Colab
Time: About 15 min
Level: Advanced
Code: Repo link when the lesson goes live

Coming soon Fine-Tune Your Own LLM (Free GPU, Step by Step)

Training LLMs

Build and Train a Toy GPT

Train a tiny GPT that writes in a style.

Stack: PyTorch, nanoGPT-style code, Google Colab
Time: About 90 min
Level: Advanced
Code: Repo link when the lesson goes live

Coming soon Transformers & GPT From Scratch for AI Engineers

Training LLMs

Train a Small Language Model on Colab

Pre-train and evaluate a small LM on a curated corpus.

Stack: PyTorch, Google Colab, Hugging Face Datasets
Time: About 90 min
Level: Advanced
Code: Repo link when the lesson goes live

Coming soon Transformers & GPT From Scratch for AI Engineers

ML and Deep Learning Foundations for AI Engineers

Your First Model With scikit-learn

Train and evaluate a classifier.

Stack: scikit-learn, pandas
Time: About 45 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon Transformers & GPT From Scratch for AI Engineers

ML and Deep Learning Foundations for AI Engineers

Project: Digit Recogniser

Train and test a network on MNIST.

Stack: PyTorch, Google Colab
Time: About 45 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon Transformers & GPT From Scratch for AI Engineers

Multimodal AI

Project: Receipt and ID Checker

Build a validated image-to-data pipeline.

Stack: Qwen-VL, Instructor
Time: About 60 min
Level: Advanced
Code: Repo link when the lesson goes live

Coming soon Browser, Computer-Use & Coding Agents

Multimodal AI

Project: Automated Explainer Video Pipeline

Script, voice, visuals and edit in one pipeline.

Stack: Chatterbox TTS, Google Veo
Time: About 75 min
Level: Advanced
Code: Repo link when the lesson goes live

Coming soon

AI Careers and Portfolio

Capstone: Three-Project Portfolio

Ship three evaluated, deployed projects.

Stack: Listed in the lesson
Time: About 120 min
Level: Advanced
Code: Repo link when the lesson goes live

Coming soon

Frontier and Advanced

Project: Two Agents, Two Frameworks, One A2A Link

Connect agents built in two frameworks through A2A.

Stack: Agent2Agent (A2A) protocol, Google Agent Development Kit (ADK), LangGraph
Time: About 60 min
Level: Advanced
Code: Repo link when the lesson goes live

Coming soon AI Agent Frameworks: CrewAI, OpenAI Agents SDK, Claude Agent SDK, ADK, PydanticAI

Frontier and Advanced

Project: Benchmark Your Model Serving Stack

Compare two serving setups on your own GPU budget (verify price).

Stack: vLLM, SGLang, GPU clouds (RunPod, Lambda, Vast.ai, E2E Networks)
Time: About 60 min
Level: Advanced
Code: Repo link when the lesson goes live

Coming soon Open Models in Practice: Hugging Face, Ollama, llama.cpp & vLLM

Frontier and Advanced

Project: Agent With Knowledge-Graph Memory

Ship an agent that builds and queries its own graph.

Stack: Neo4j, LangGraph
Time: About 75 min
Level: Advanced
Code: Repo link when the lesson goes live

Coming soon Advanced RAG: Vector Databases, Hybrid Search, GraphRAG & Agentic RAG

AI for Your Role

Project: Build Your Exam Revision Kit

Build a personal revision kit for one subject: notes, quizzes and a study plan.

Stack: NotebookLM, Gemini, Google Sheets
Time: About 30 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon AI Tools for Work (No Code): ChatGPT, Claude, Gemini, Copilot, NotebookLM, Perplexity

AI for Your Role

Project: Automate Orders and Follow-Ups

Log orders to a sheet and send follow-up messages automatically.

Stack: n8n, Google Sheets, Zapier
Time: About 30 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon AI Tools for Work (No Code): ChatGPT, Claude, Gemini, Copilot, NotebookLM, Perplexity

AI for Your Role

Project: Repurpose One Video Into 10 Posts

Turn one long video into clips, captions, a blog post and a newsletter.

Stack: Descript, CapCut, ChatGPT
Time: About 30 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon AI Tools for Work (No Code): ChatGPT, Claude, Gemini, Copilot, NotebookLM, Perplexity

AI for Your Role

Project: Inspection Report and Checklist Pack

Build a site or plant inspection checklist and report template with a verification step.

Stack: Gemini, Google Sheets, Google Docs
Time: About 30 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon

AI for Your Role

Project: Automate One Boring IT Task Safely

Automate one repetitive task with AI-written code, tested on dummy data first.

Stack: VS Code, Gemini, Google Sheets
Time: About 30 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon

AI for Your Role

Project: A Verified Patient Handout and Journal Digest

Produce one patient-education handout and one journal digest, each checked line by line by you.

Stack: NotebookLM, Gemini, Google Docs
Time: About 30 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon

AI for Your Role

Project: A Ward Training Kit and Duty Roster

Build a training quiz set and a fair duty roster, reviewed against your hospital protocols.

Stack: Gemini, Google Sheets, Google Forms
Time: About 30 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon

AI for Your Role

Project: Expiry Tracker and Reorder Sheet

Set up a stock sheet with expiry alerts and reorder suggestions that you verify weekly.

Stack: Google Sheets, Gemini, Looker Studio
Time: About 30 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon

AI for Your Role

Project: A Verified Case Brief and Client Checklist

Build a case brief and client intake checklist where every cited source is checked by you.

Stack: NotebookLM, Gemini, Google Docs
Time: About 30 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon

AI for Your Role

Project: A Client Compliance Calendar and Query Bank

Build a compliance calendar and FAQ bank with each rule checked against the latest official source.

Stack: Google Sheets, Google Calendar, Gemini
Time: About 30 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon

AI for Your Role

Project: A Client Concept Presentation

Build a client-ready concept deck with AI visuals clearly labelled as concept only.

Stack: Canva, Gemini, Google Slides
Time: About 30 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon

AI for Your Role

Project: A Room Design Pitch for a Client

Create a room concept board, material list and quote ready to present.

Stack: Canva, Google Sheets, Gemini
Time: About 30 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon

AI for Your Role

Project: A Listing Kit and Lead Tracker

Build a listing description set and a lead tracker with follow-up reminders.

Stack: Google Sheets, Canva, Gemini
Time: About 30 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon

AI for Your Role

Project: A Pitch Pack and Follow-Up Sequence

Build a pitch one-pager, objection answers and a three-step follow-up sequence.

Stack: Gemini, Google Docs, Google Sheets
Time: About 30 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon

AI for Your Role

Project: A Support Reply Library and FAQ Page

Build a tested reply library and FAQ that your team reviews before use.

Stack: NotebookLM, Google Docs, Google Sheets
Time: About 30 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon

AI for Your Role

Project: A Researched Article With a Source Log

Write a short researched piece with a source log proving each fact.

Stack: NotebookLM, Perplexity, Google Docs
Time: About 30 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon

AI for Your Role

Project: A Brand Kit and Landing Page Mockup

Create a small brand kit and landing page mockup, with every asset licence-checked.

Stack: Figma, Penpot, Canva
Time: About 30 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon

AI for Your Role

Project: A 30-Day Content Calendar

Build a content calendar with scripts for the first week and a review checklist.

Stack: Google Sheets, Gemini, Canva
Time: About 30 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon

AI for Your Role

Project: A Client Onboarding Kit

Build a proposal template, scope checklist and invoice tracker for new clients.

Stack: Google Docs, Google Sheets, Gemini
Time: About 30 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon

AI for Your Role

Project: A Festival Sale Plan for Your Shop

Plan a festival sale with an offer list, poster and message set.

Stack: Canva, Google Sheets, Gemini
Time: About 30 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon

AI for Your Role

Project: A Downtime Tracker and Weekly Plant Report

Build a downtime tracker and weekly report that highlights the top three losses.

Stack: Google Sheets, Looker Studio, Gemini
Time: About 30 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon

AI for Your Role

Project: A Weekly Menu, Cost Sheet and Review Reply Kit

Build a weekly menu with a cost sheet and review reply templates.

Stack: Google Sheets, Canva, Gemini
Time: About 30 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon

AI for Your Role

Project: A Season Plan and Farm Record Sheet

Build a season plan and cost record sheet checked with your local agri office.

Stack: Google Sheets, Gemini, Google Calendar
Time: About 30 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon

AI for Your Role

Project: A 90-Day Study Plan and Mock Test Bank

Build a 90-day plan and a mock test bank with a weekly review loop.

Stack: Google Sheets, NotebookLM, Gemini
Time: About 30 min
Level: Intermediate
Code: Repo link when the lesson goes live

Coming soon