All roadmaps
Intermediate9 projects

Generative AI

Build real generative AI apps from image generation to LLM pipelines.

55+

completed

~24.5h

total time

9

projects

Part 1·Beginner·2-3h·55+ learners

Text-to-Image Pipeline with Stable Diffusion

Stand up a local text-to-image pipeline with Hugging Face Diffusers and Stability AI's SDXL and SD3.5 checkpoints.

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Part 2·Intermediate·2-3h·48+ learners

Build a Chatbot with Memory

Build a Claude-powered chatbot with two memory layers: short-term conversational state via a LangGraph checkpointer, and long-term recall.

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Part 3·Advanced·3-4h·42+ learners

Fine-tune a Diffusion Model on Custom Data

Train a LoRA adapter on top of SDXL using Diffusers' training scripts so the model reliably reproduces a specific subject or style.

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Part 4·Intermediate·2-3h·35+ learners

Build a Multimodal Assistant

Build an assistant that reasons over images and text together using Claude's vision input, extended with tool use so it can act on what it sees.

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Part 5·Intermediate·2-3h·29+ learners

Prompt Chaining and Orchestration

Build a multi-step content pipeline (research, draft, critique, revise) as a LangGraph state graph with conditional branching.

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Part 6·Intermediate·2-3h·22+ learners

Voice Cloning Pipeline

Clone a voice from a short reference clip and generate new speech in that voice, including cross-lingual synthesis.

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Part 7·Intermediate·2-3h·15+ learners

Image-to-Video Generation

Animate a still image into a short video clip using Stability AI's Stable Video Diffusion, chained with SDXL from a single text prompt.

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Part 8·Intermediate·2-3h·9+ learners

Build a Style Transfer Tool

Build a style transfer tool using SDXL's IP-Adapter to apply a reference image's visual style to new generations, plus ControlNet.

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Part 9·Advanced·3-4h·3+ learners

Ship a Generative AI SaaS Product

Wrap a generation API behind FastAPI, gate it with Stripe subscription billing and per-tier usage limits, and handle billing webhooks.

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