Gonçalo Manuel Guedes

Gonçalo Guedes

Gonçalo Guedes

Lead of ML/AI Chapter

@goncaloguedes

Contact Me!

Companies using my solutions

CTT, Correios de Portugal
Banco Português de Fomento
Cork Supply Portugal
Glintt Life
CTT, Correios de Portugal
Banco Português de Fomento
Cork Supply Portugal
Glintt Life

Architecting

High-Throughput ML Systems

ML Engineering Lead | High-Performance Systems

As the Lead of the AI/ML Engineering Chapter at Glintt Global, I direct a team of 9 engineers building production-grade solutions. My expertise lies in bridging the gap between state-of-the-art R&D and mission-critical infrastructure, specializing in high-performance inference optimization using NVIDIA Triton and TensorRT.

I have a proven track record of deploying models at scale, including a CV/NLP system processing 15M+ monthly transactions while improving extraction accuracy from 76.9% to 98.7%. Whether pioneering Edge AI for industrial X-ray systems or architecting multi-agent RAG systems, my focus is always on low-latency, high-availability intelligence.

System
Core

Inference Optimization & Edge AI

Specialist in model quantization (INT8/INT4) and hardware-aware acceleration. Expertise in architecting low-latency serving pipelines using NVIDIA Triton and TensorRT to slash compute costs and maximize throughput.

Latency-Critical
0M+

Monthly Production Inferences

0

Inferences/Sec on Edge

Work Experience

Leading engineering teams and architecting high-performance systems for real-world impact.

Gl

Dec 2025 — Present

Glintt Global

Lead of AI/ML Engineering Chapter

Directing a cross-functional chapter of 9 ML Engineers. Orchestrating technical roadmaps for GenAI platforms and scalable infrastructure.

Core Metrics

Team Mentorship & Strategy
Technical Delivery Lead
Multi-Agent System Design
Gl

Apr 2025 — Dec 2025

Glintt Global

Senior Machine Learning Engineer

Architected a multi-modal CV/NLP engine processing 15M+ monthly letters. Optimized inference via NVIDIA Triton and TensorRT.

Core Metrics

98.7% Extraction Accuracy
NVIDIA Triton & TensorRT
15M+ Monthly Transactions
Gl

Jun 2024 — Apr 2025

Glintt Global

Machine Learning Engineer

Developed production-grade RAG agents using OpenAI and LangChain. Optimized indexing for high-precision retrieval.

Core Metrics

Enterprise RAG Architect
Vector DB Optimization
Agentic Workflows
Co

Feb 2022 — Jun 2024

Cork Supply

Machine Learning Engineer

Pioneered 'X100', an AI-driven X-ray system for non-invasive cork quality classification. Achieved 6 inferences/sec on Edge.

Core Metrics

6 Inferences/sec on Edge
TensorFlow Lite Opt.
Non-invasive Tomography

Professional Credentials

Industry-recognized certifications validating technical expertise

AWS CCP

Amazon Web Services

AWS Certified Cloud Practitioner

Mar 2025Valid until Mar 2028
ID:82ccf74b
Cloud InfrastructureAWS ServicesSecurity

PCEP

Python Institute

PCEP – Entry-Level Python Programmer

Sep 2024
ID:bEcC.7pxR.7DgK
PythonProgramming Fundamentals

Click on any credential to verify authenticity

Research Journey

From theoretical research to production-grade AI solutions

Published Research
2025

Journal of Near Infrared Spectroscopy

Read

Evaluating cork coating homogeneity using hyperspectral imaging and texture analysis

Novel approach combining hyperspectral imaging with deep learning for quality control in cork manufacturing.

First Hyperspectral method for cork coating analysis
Deep LearningIndustrial AIComputer Vision
2023

MDPI - Chemosensors

Read

Handheld Near-Infrared Spectroscopy: State-of-the-Art Instrumentation and Applications

Comprehensive review of portable NIR devices and their ML-powered applications across industries.

12k+ Views
NIR SpectroscopyMachine Learning
Under Review
Coming Soon

Under Review

Using Deep Learning Video Classification to Reduce Subjectivity When Measuring The Heat Stability of Skim Milk Powder

Using deep learning models to predict coagulation time of skim milk powder

Deep LearningVideo ClassificationIndustry
Coming Soon

Under Review

Calibration Transfer Between Benchtop and Handheld NIR Instruments for Predictic Models of Commercial Milk Powder.

Explore ANNs to calibrate NIR models.

ANNData DriftModel Calibration
More coming...

Academic Foundation

Building expertise through research and continuous learning

University College Dublin
2024

Short Term Scientific Mission

University College Dublin

Dublin, Ireland

Awarded funding for a SensorFint STSM under Professor Aoife Gowen, focusing on advanced spectroscopic data analysis and machine learning applications.

Hyperspectral ImagingData ScienceScikit-LearnResearch
Universidade Católica Portuguesa
2020 - 2023

Master's in Biomedical Engineering

Universidade Católica Portuguesa

Porto, Portugal

Specialized in Deep Learning for Healthcare applications. Published peer-reviewed research in MDPI journals. Thesis focused on AI-powered diagnostic systems.

Deep LearningPyTorchMedical ImagingResearch
Universidade Católica Portuguesa
2017 - 2020

Bachelor's in Bioengineering

Universidade Católica Portuguesa

Porto, Portugal

Foundation in biological systems, computational tools, and engineering principles. Developed strong analytical and problem-solving skills.

MATLABBiologySignal ProcessingStatistics