Adel Bouzidi

Computer Systems Engineer | Kubernetes & LSTM

Salaire / Taux journalier

Perpignan, France

Freelance, ouvert au CDI

Expertises

KubernetesMachine LearningDockerPythonSites internetAngular

Langues

Anglais

À propos

Introduction

HPC & MLOps specialist with expertise in Kubernetes, LSTM neural networks, and distributed computing. Proven experience deploying ML models on K8s clusters, implementing predictive autoscaling systems, and developing SharePoint solutions. I deliver scalable cloud-native applications with performance monitoring and optimization.

Liens

Expérience de travail

HPC / MLOps Internship — Master 1 CHPS

Université de Perpignan, UPVD, France

mai 2025 - juil. 2025

3 mois

Perpignan, France

• Set up a Kubernetes cluster on CentOS 9 (Docker, Calico, Helm, MetalLB) with shared NFS storage. • Designed and implemented a text auto‑completion system based on an LSTM recurrent neural network developed in Python. • Trained the LSTM model using two approaches: sequential and distributed (Horovod + MPIJob Kubeflow). • Deployed the trained models (sequential & distributed) on Kubernetes. • Monitored performance and prediction accuracy via Prometheus & Grafana. • Developed and deployed an interactive web interface on Kubernetes for user demonstration. • Conducted a comparative analysis of training times and resource consumption between the two modes.

SharePoint Developer

IT Solutions Algérie

févr. 2024 - juil. 2024

6 mois

Boumerdès, Algérie

• Developed and customized SharePoint portals (on‑premise and Online) aligned with business processes. • Collaborated with functional teams to design, deploy, and maintain efficient, scalable SharePoint solutions. • Technologies: SharePoint, SharePoint Designer, SPFx, C#, JavaScript, .NET Framework, Microsoft SQL Server, Active Directory, DNS, IIS, CSS, SharePoint Server.

Development of a web application

PersonnelFreelance

oct. 2022 - juil. 2023

10 mois

Hydra, Algérie

This self‑initiated web application showcases my personal learning in modern web development. Built with SQL Server 2016, ASP.NET Core Web API, Angular, and Bootstrap, the project’s full source code is available on GitHub.

Master 2 Internship Computer Systems Engineering

Akli Mohand Oulhadj University, Bouira

sept. 2021 - oct. 2022

1 an 2 mois

Bouira, Algérie

• Set up a Kubernetes cluster (Ubuntu 20.04, Docker, Calico, MetalLB) with NFS storage. • Designed and implemented a resource‑consumption prediction system for a microservice in Kubernetes, based on an LSTM Encoder–Decoder model. • Built the training dataset: generated CPU load and collected metrics (using top) into the InfluxDB time‑series database. • Implemented predictive autoscaling driven by the LSTM, proactively adjusting a microservice’s resource allocation (vertical scaling) and the number of replicas (horizontal scaling). • Deployed and configured Grafana on Kubernetes to visualize predictions. • Deployed on Kubernetes all modules: data generation, training, prediction, visualization, and autoscaling. • Demo video: available in the link bellow.

Licence (Bac+3) Internship Computer Systems Engineering

Akli Mohand Oulhadj University, Bouira

sept. 2019 - juil. 2020

11 mois

Bouira, Algérie

• Designed and implemented a web application for managing the assignment of final‑year projects (PFE) at the University of Bouira. • Performed analysis and design using UML (use‑case, activity, sequence diagrams, logical data model). • Implemented the solution with the Model–View–Controller (MVC) pattern, leveraging ASP.NET / C#, JavaScript, AngularJS, Bootstrap, and Microsoft SQL Server 2012.


Formation

Université de Perpignan - UPVD Alumni

Master 1 (M1)

2024 - Présent

2 ans 2 mois

Université de Perpignan - UPVD Alumni

Master 2

2025 - 2026

1 an 2 mois

Université Akli Mohand Oulhadj - Bouira (AMOUB)

Master 2 Internship Computer Systems Engineering

2021 - 2022

1 an 2 mois

Université Akli Mohand Oulhadj - Bouira (AMOUB)

Licence

2016 - 2020

5 ans

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