Experience

LAKE FUSION Technologies GmbH

• Germany
• Software Development
• 1 - 100 Employee

• Algorithm Engineer

  • Apr 2023 - Present

  ∠ Integrate aviation safety technology into the world of Autonomous Driving and Advanced Driver Assistance Systems ∠ Develop rule-based algorithms as well as fusion of data from various sensor technologies for Autonomous Vehicles and Airbornes ∠ Segmentation for the extraction of relevant objects induced by the large quantity of 3D LiDAR impacts ∠ 2D Reconstruction feature images induced by the large quantity of 3D LiDAR impacts ∠ Integrate aviation safety technology into the world of Autonomous Driving and Advanced Driver Assistance Systems ∠ Develop rule-based algorithms as well as fusion of data from various sensor technologies for Autonomous Vehicles and Airbornes ∠ Segmentation for the extraction of relevant objects induced by the large quantity of 3D LiDAR impacts ∠ 2D Reconstruction feature images induced by the large quantity of 3D LiDAR impacts



Ho Chi Minh City Open University

• Vietnam
• Higher Education
• 1 - 100 Employee

• Researcher

  • Jan 2022 - Feb 2023

  . Criticize students to implement the subject project . Reviewing and participating in the grading committee for the graduation thesis and master’s thesis . Contribute ideas and advice on course content and training programs, also support and comment on the inspection work . Participating in scientific research in accordance with the University’s regulations . Criticize students to implement the subject project . Reviewing and participating in the grading committee for the graduation thesis and master’s thesis . Contribute ideas and advice on course content and training programs, also support and comment on the inspection work . Participating in scientific research in accordance with the University’s regulations



Rebaie Analytics Group

• Portugal
• IT Services and IT Consulting
• 1 - 100 Employee

• GIS Trainer

  • Mar 2022 - May 2022

  . Delivering the training and specifically the GIS technical demos on QGIS . Localise existing GIS Curriculum according to the client’s country of origin . Mentoring groups with hands-on custom GIS exercises . Delivering the training and specifically the GIS technical demos on QGIS . Localise existing GIS Curriculum according to the client’s country of origin . Mentoring groups with hands-on custom GIS exercises



Université du Littoral Côte d'Opale

• France
• Higher Education
• 300 - 400 Employee

• PHD Researcher (In collaboration with CNRS-L)

  • Nov 2017 - Mar 2021

  • Road detection and pavement quality assessment from a vehicle is an interesting research problem for intelligent transportation and road safety applications. In general, the position of the sensors is at the front or at the rear of the vehicle, fairly close to the road and with an orthogonal incidence. For this study, the two LiDAR will be placed on the roof of the vehicle to have an estimate of the road defects with the measurements at the front of the vehicle, confirmed by the measurements at the rear of the vehicle. As the vehicle speed is known, faults will be predicted in future acquisitions. • The application and innovative issues of this project can be exposed in 3 aspects:  Processing of measurements from telemetric sensors:  Spatial and temporal adjustment of the measurements to guarantee good precision in the information provided.  Segmentation for the extraction of relevant information (plans and segments) induced by the large quantity of impacts.  Processing of measurements from telemetric sensors:  Estimation of the movement of the carrier vehicle by non-linear filtering methods (particle filtering) from dynamic models of fixed objects.  Estimation of dynamic parameters of moving objects to discriminate fixed and moving objects in subsequent acquisitions.  Extraction of semantic information from the route:  Road detection.  3D reconstruction of the road profile.  Precise geolocation of defects.  Visualization of 2D image information. Responsibilities:  Data Acquisition  Preprocessing  Data Analyzation  3D Point Cloud, Meshes, Voxels Processing  Extrinsic and Intrinsic Calibration  Detection, Identification, Localization, Tracking  Data Science, Data Analytics  Machine Learning ( Regression Model, Artificial Neural Networks ANN, Support Vector Machine SVM, K- means Clustering Algorithm, Decision Trees, Random Forest )  Deep Learning ( Convolutional Neural Network CNN, Recurrent Neural Network RNN ) Show less



Lebanese University - Faculty of Sciences

• Lebanon
• Higher Education
• 200 - 300 Employee

• Master Thesis (In collaboration with CNRS-L)

  • Nov 2016 - Oct 2017

  • Using machine learning techniques and statistical approaches, detect, evaluate, and explain trends or patterns using the data ecosystem's many data sources and data solutions for road network detection. • Assess the effectiveness and accuracy of new and existing data sources for use in decision-making, as well as their suitability for actionable output. • Collaborate with stakeholders from various departments, including the Executive, Analytics, and Design Teams, to establish implementation roadmaps for targeted and particular AI/ML (Artificial Intelligence and Machine Learning) use cases, as well as to support advanced data analytics needs. • Design and organize predictive data science products, models, and AI/ML algorithms for first simulations or prototypes, for lines extraction using linear-based and model-based algorithms through 3D point cloud data recorded from 3D intelligent LiDAR sensor, and then ingestion into mainstream software applications at a substantive level. • At a substantive level, glean meaningful insights from both structured and unstructured data. Responsibilities:  Data Acquisition  Preprocessing  3D Point Cloud Processing  Linear-Based and Model-Based Algorithms  Machine Learning ( Regression Model, Artificial Neural Networks ANN, Support Vector Machine SVM, K- means Clustering Algorithm, Decision Trees, Random Forest ) Show less



OGERO

• Lebanon
• Telecommunications
• 400 - 500 Employee

• Summer Trainee

  • Jul 2016 - Sep 2016

  • Studying the deployed cables, their characteristics and design specification of the PSTN network. • Exposure to the PSTN Access Network including types of cables, cable closures, distribution points, outside cabinets and cable testing using special equipment such as SideKick and Dynatel. • Microwave transmission concept and its techniques, wave propagation, antenna design, terrain profiles, flat and selective fading, frequency planning, power budgeting, interference and performance prediction where also covered by using state-of-the art simulation and applications. • Switching concept and techniques, PCM, functions of a switch, elements of a switch, Operation and configuration of the Siemens switching platforms including issues related to traffic, routing, alarms monitoring and dimensioning as well as signaling #7. • Hands-on project about the SDH transmission system regarding the Lebanese territory. This included a detailed geographical study for the north east and south regions and how all transmission facilities should be connected via the SDH rings using Fiber Optic Cables. Responsibilities:  PSTN Network  Access Network  Switching System  Microwave Transmission  Digital Transmission Systems Show less



eSchool-edu

• Lebanon
• E-Learning Providers
• 1 - 100 Employee

• Summer Trainee

  • Aug 2014 - Sep 2014

  • Create, test, and debug web-based applications and web services with Microsoft.NET technologies (ASP.NET MVC, WPF, and Windows Forms), as well as SQL, HTML, JavaScript/TypeScript, and AngularJS/Angular. • As allocated by the Team Leader, maintain, enhance, and support the goCASE Web Edition, as well as design new extensions / modules. • Create technical and user documentation, as well as training materials, for deployed computer application systems, and deliver technical presentations utilizing UNODC standard tools such as Microsoft Teams, Visio, and Office. • Maintain functional specifications for developed and/or changed computer application systems, programs, and procedures. • Assist with version management, deployment, and data recovery for deployed computer application systems. • Carry out any other work-related responsibilities that may be assigned. Responsibilities:  Web Development  VB.net  Java Script  SQL Server  HTML5  JQuery  Ajax Show less