AI Systems Engineering: From Machine Learning to Generative Intelligence
A DeepRat Educative Lab Program
Building Intelligence is an open, structured and hands-on educational journey through the modern landscape of Artificial Intelligence — from classical Machine Learning to Generative and Agentic Systems.
Inspired by the spirit of open education — and by Python para Todos, which once opened a door for me — this program exists to open that same door for anyone curious enough to step through.
— Gonzalo Romero, DeepRatAI
Build the fundamentals of how machines perceive and learn.
Design and train deep architectures for vision and language.
Explore Transformers, LLMs, and creative AI systems.
Optimize large models efficiently with LoRA and QLoRA.
Create reasoning AI agents, RAG pipelines, and LangChain architectures.
The first module — Teaching Machines to Think: The Python Approach — is now live.
Designed for Google Colab Free Tier (with GPU support), it delivers two foundational lessons:
No subscriptions. No GPU cost. 100% free.
Modular design. 15 modules. Weekly releases.
Hands-on lessons in Jupyter and Google Colab.
“From models to minds — let’s make intelligence open again.”
— Gonzalo Romero (DeepRatAI)