Pablo Lago
Research Engineer at AMD
Dublin, Ireland
Summary
🤩
Rockstar🎓
Top SchoolPablo Lago is a research engineer specializing in efficient deep learning and model compression, currently advancing quantization techniques for large language models at AMD. With an MPhil in Machine Learning from the University of Cambridge and dual B.Sc. degrees in Mathematics and Computer Science, he blends rigorous mathematical foundations with practical systems and algorithm engineering. Over seven years he has shipped compression and post-training quantization solutions for edge and server settings, including production-focused tooling for automated hyperparameter tuning and scalable data pipelines. He has hands-on HPC and attention-architecture experience from academic process-mining work and has presented at national conferences, signaling strong communication of research to applied teams. Based in Dublin, he brings a rare combination of theoretical depth and pragmatic implementation across research internships and industry roles.
7 years of coding experience
2 years of employment as a software developer
Bachillerato (Post-Compulsory Secondary Education), Science, Bachillerato (Post-Compulsory Secondary Education), Science at IES Plurilingüe FontexeríaMaster of Philosophy - MPhil, Machine Learning and Machine Intelligence, Master of Philosophy - MPhil, Machine Learning and Machine Intelligence at University of CambridgeUPC Universitat Politècnica de CatalunyaDouble Bachelor's Degree in Mathematics and Computer Science, Mathematics and Computer Science, Double Bachelor's Degree in Mathematics and Computer Science, Mathematics and Computer Science at Universidad de Santiago de CompostelaAlumni Association (scholars) of the Barrie Foundation
Galician, Spanish, English, French
Github Skills (15)
fpga10
quantization10
pytorch10
xilinx10
hardware-acceleration10
multi-gpu10
image-classification9
quantization-aware-training9
machine-learning9
speech-recognition9
deep-learning9
gpu8
tpu7
wandb1
torchvision1
Programming languages (4)
Github contributions (5)
pablomlago/brevitas
Oct 2024 - Mar 2025
Brevitas: neural network quantization in PyTorch
Contributions:164 pushes, 38 branches in 5 months
pablomlago/Matrix-Numerical-Analysis
Feb 2019 - May 2019
Contributions:36 commits, 3 PRs, 30 pushes in 3 months
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