Tiago Ribeiro

Machine Learning Specialist @ Mediaweb

Leiria, Portugal

I build AI systems that automate complex processes and augment human decision-making. I am also interested in the things that resist being formalised.

ML & AI

LLMs, VLMs, RAG, computer vision, and multimodal systems.

Generative AI, multimodal assistants, music emotion recognition, and computer vision work across research and product delivery.

LLMs Multimodal Computer Vision

Engineering

Python, PyTorch, APIs, orchestration, evaluation, and production workflows.

Python-first AI systems with orchestration, RAG and VLM pipelines, evaluation, and MLOps for deployed decision-support products.

Python PyTorch MLOps

Product

AI UX, research-to-product delivery, technical communication, and prototyping.

Research-to-product delivery for tourism, media, and decision-support experiences, with AI UX, prototyping, and technical communication.

AI UX Delivery Prototyping

Writing

Thoughts on AI, systems, and other subjects I find interesting.

The Hidden Trade-offs of AI Development

→

A Short History of Artificial Neural Networks

→

Transformer-Based Emotion Recognition from Lyrics

→

All writing →

Research

Highlighted scientific publications.

Burned area semantic segmentation: A novel dataset and evaluation using convolutional networks Journal ISPRS Journal of Photogrammetry and Remote Sensing 2023

→

GPT and Interpolation-based Data Augmentation for Multiclass Intrusion Detection Journal IEEE Access 2024

→

Modelling forest fire dynamics using conditional variational autoencoders Journal Information Systems Frontiers 2024

→

Comparative study of retinex algorithms and deep models for underwater image enhancement Journal Signal, Image and Video Processing 2025

→

All publications →

Mastodon

Short notes on AI and other unfiltered thoughts.