Skill set
Top skills
Additional skills (6)
Houssem in a few words
Portfolio :
Machine Learning Engineer at VITRONIC
Experienced Machine Learning Engineer currently at VITRONIC Machine Vision, specializing in the development and implementation of cutting-edge computer vision and AI solutions for industrial applications. Holder of a Master's degree in Artificial Intelligence with a focus on deep learning architectures and computer vision systems.
As a Google Cloud Certified Machine Learning Engineer, I bring expertise in deploying scalable ML pipelines and optimizing cloud-based AI solutions.
Developing custom computer vision models for industrial applications
Implementing end-to-end ML pipelines from data collection to deployment
Optimizing algorithms for real-time processing on edge devices
Leveraging cloud infrastructure for scalable AI solutions
Always seeking opportunities to collaborate on innovative projects that push the boundaries of what's possible with machine vision technology.
Experience
- VITRONICMACHINE ENGINEERMarch 2003 - Today (22 years and 3 months)Dubai - United Arab Emirates• Design, Development, maintaining of a Traffic Violations detection system from CCTV.• Design, Development,Training, maintaining of a deep learning Vehicle type Classifier model• Serving deep learning models through the ONNX runtime.• Serving deep learning models through the TensorRT runtime.• Quantization and Pruning of deep learning models• Model Training and Serving of LSTM Models for UAE Traffic Flow• Model Training and Serving of LSTM Models for UAE Vehicle Speed estimation• Model Training and Fine-tuning of Vehicle Crash Detection deep learning model• Developing a real-time alerting and tracking system for wanted vehicles detected• Design Development, maintaining of a Centralized System Monitoring 11 000 remote Devices across the UAE.• Dockerization, Orchestration of microservices for high availability• Building CI/CD/CT MLOps pipelines for managing Machine Learning Models• Fine Tuning On-Premise LLMs for efficient Database Querying• Fine Tuning Object Tracking Algorithms for more optimal performances• Processing Live CCTV Stream in real-time• Developing a Retrieval-Augmented Generation application for better customer service• Implementing an on-premise RAG application for streamlined and efficient device documentation• Architecting and developing an AI-Enhanced Annotation tool for faster image-annotation• Conducting a full pipeline of Data Collection, Model Training, Model Deployment for an Original UAE Automatic Number Plate Recognizer with Zero Annotation Cost• Achieving over 98% on UAE Number Plate Detection & Recognition.• Writing technical release-documents• Conducting technical interviews• Team LeadingTechnologies : Python, Pytorch, TensorRT, ONNX, Pandas, Scikit-Learn, Kalman-Filters, Tracking Algorithms, OpenCV, SQL Server, TimeScaleDB, MongoDB, Docker, Docker Compose,RabbitMQ, Redis, MQTT, MLflow, LlamaIndex, Data-Version-Control, Qdrant, G-Streamer, CUDA
- IDC TechnologiesSENIOR SOFTWARE ENGINEERFebruary 2022 - March 2023 (1 year and 1 month)Dubai - United Arab Emirates• Microservice architecture development• Design, Development, maintaining of an e-commerce application• Design and Development of Search engine for a business listing application• Dockerization , Orchestrating containers using Docker Compose & Kubernetes• Mobile Development for cross platform E-commerce application• Design Development, maintaining of a time tracking and attendance application• Tech leading teams & Code reviewing• Conducting Technical Interviews Technologies : .NET 6.0, C#, Python, Javascript,Typescript, React, Angular, PostgreSQL, Entity Framework, IdentityServer,Docker, Docker- Compose,RabbitMQ, Redis, Elastic Search, Kibana, Domain-Driven-Design, Flutter, DartFULL STACK DEVELOPER
- A-TECH SolutionsComputer Vision Engineer | FREELANCERDecember 2023 - February 2025 (1 year and 2 months)Algiers [El Djazaïr], Algeria• Migrating ASP.NET applications to ASP.NET Core• Migrating Monolithic Application to Microservices Applications• Design, Development, maintaining of a Delivery System Solution• Design, Development, maintaining of an Inventory System Solution• Design, Development, maintaining of a Real-time monitoring Dashboards Technologies : .NET Core Framework, C#, Python, Javascript, React, MySQL, Entity Framework, IdentityServer, SignalR, Microservices, Domain-Driven-Design, Docker, LINQComputer Vision Engineer FREELANCERRemote• Clean and annotate image dataset for object detection system.• Development of a real-time multi-person tracker• Development of an Analog Meter Recognition systemTechnologies : Python, OpenCV, Pytorch, OpenVino, Yolo Model
Recommendations
Education
- MASTER'S IN ARTIFICIELLE INTELLIGENCEUniversity of Science and Technology Houari Boumediene2020MASTER'S IN ARTIFICIELLE INTELLIGENCE
- Bachelor of Science in Software EngineeringUniversity of science and technology HOUARI2018BACHELOR'S IN INFORMATION SYSTEMS AND SOFTWARE ENGINEERING