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Ouerghie BelhassenOB
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Ouerghie Belhassen

@ouerghiebelhassen

Machine Learning Engineer at InstaDeep optimizing JAX inference and training pipelines for computational pathology and peptide design.

Tunisia
Message

At InstaDeep, I develop deep learning models for computational pathology, including segmentation pipelines for gigapixel whole-slide images and models that classify cell types. I contribute across preprocessing, training, validation, and evaluation.

I also optimized production inference by porting models to JAX and using XLA compilation to reduce prediction times. For therapeutic peptide design, I re-implemented a high-compute training pipeline in JAX and trained sequence-based GANs using the LeakGAN architecture.

My work spans computer vision, computational pathology, and generative AI for bioinformatics. I hold an engineering degree in ICT Engineering from Higher School of Communication of Tunis (SUP'COM).

Experience

Work history, roles, and key accomplishments

InstaDeep logoIN
Current

Research Engineer

InstaDeep

Aug 2023 - Present (3 years 2 months)

Developed and optimized deep learning models for computational pathology and generative AI for therapeutic peptide design. Accelerated inference and training using JAX and XLA compilation, and engineered segmentation and Vision Transformer pipelines for gigapixel histology analysis.

Education

Degrees, certifications, and relevant coursework

HS

Higher School of Communication of Tunis (SUP'COM)

Engineering degree, ICT Engineering

2019 - 2023

Engineering degree in ICT Engineering from the Higher School of Communication of Tunis (SUP'COM) from 2019 to 2023.

EI

El Manar Preparatory Engineering Institute

Preparatory classes, Physics and Technics

2017 - 2019

Preparatory classes in Physics and Technics. Ranked 9/800+ (top 1%) in the national engineering entrance exam.

Udacity logoUD

Udacity

Data Structures and Algorithms, Data Structures and Algorithms

Certification in Data Structures and Algorithms from Udacity.

Udacity logoUD

Udacity

Machine Learning DevOps Engineer, Machine Learning DevOps

Certification in Machine Learning DevOps Engineer from Udacity.

ArjanCodes logoAR

ArjanCodes

The Software Designer Mindset, Software Design

Certification in The Software Designer Mindset from ArjanCodes.

Tech stack

Software and tools used professionally

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