Meero - Cloud Engineer
Real Estate | Fashion | Cars October 2022 - Now
- Architecture proposals and implementation for several systems in the
company (client facing)
- Putting in place checks and documentation for
Security best practices on different
modules in the company
- Designed architecture for Serving ML
Models with AWS.
Sagemaker Hosted and Serverless
- Manage On premises Datacenter:
Ansible
- Ops Support for R&D team and On premises Datacenter:
containerization (docker)
- Designed and deployed solution for monitoring On premises
Datacenter: Prometheus,
Grafana
- Developed Terraform modules
(IaC) for company's
infractructure
- Reviewed and proposed MLOps best
practices in the company
Meero - R&D Team Leader
Real Estate | Fashion | Cars July 2020 - October 2022
- Manage integration team ( ~6
people): follow ups on projects, design of career path within the team,
definition of short and mid term roadmaps.
- Leading team members in different
technical subjects: dockerization, code robustness check, AWS services
integration, systems architecture design, etc.
- Bridge between R&D and IT teams for communication, integration,
etc.
- Leading projects for computer vision and image
processing
- Responsible for designing and execution of workflow to
deploy in production all the internal
projects from R&D team
Traffic Control November 2018 - July 2020
- Designed the system architecture
for insite vehicles and pedestrian detection and classification using
deep learning models on embedded systems to control traffic lights on
road intersections.
- Data preparation and fine tuning the detection model
- Designed and developed modules for production environment;
Components for:
- Internal system communication.
- Vehicles detection and tracking: Using
C++ with
OpenCV,
Tensorflow,
TensorRT for GPU optimization,
etc.
- Traffic light orchestrator: Using
Python
- Dashboard and Analytics: Using Python (Flask) and
JavaScript
- Administration panel: Using Python (Flask) and
JavaScript
- Designed and developed an Average Speed Control system on highways
using automatic licence plate recognition:
- Automatic Licence Plate Recognition component
- System synchronisation among all remote nodes
- Dashboard and Analytics: Using Python (Flask) and
JavaScript
- Designed and developed a High Human Body Temperature Detection
combining Thermal and RGB cameras
(standalone application):
- UI and UX using C++ and
Qt
- Face detection and recognition for temperature history for a
person
- Thermal and RGB camera synchronisation and alignment
Fitle - Lead R&D Engineer
Fashion October 2014 - July 2018
- Led computer vision R&D, managing 1 engineer and 1 intern.
Planning and coordinating roadmap for short/medium/long term R&D
projects in the computer vision team.
- Integrated a Deep Learning method for segmentation using Caffe
framework which improved segmentation accuracy up to 95+ %
- Designed and developed a tool for interactively deforming the pose
of registered 3D bodies.
- Proposed and developed approaches combining Super-pixels
Segmentation, background subtraction, pose estimation.
- Proposed and developed approaches for 3D reconstruction, internal
tools and mobile applications with a user experience and optimisation
focus.
- Integrated a Bundle Adjustment library for camera calibration and 3D
reconstruction into initial prototype.
ImViA - Research
Intern
Research Lab February 2014 - July 2014
- Literature review on Video sequences patterns analysis from
surveillance cameras
- Proposed solution using Hierarchical Clustering and Motion Features
for Semantic Segmentation.
- Published extended abstract in the Scene Understanding Workshop in
CVPR2014 conference
Technologies used include: C++, Python, Matlab, Bash,
Latex
Insurance September 2011 - July 2012
- Designed the database for the new version of an Electronic Medical
Record System, optimizing relational design, fields indexing, etc.
Improving results timing from 30+ seconds to a few milliseconds.
- Designed the new modules organization leading to a better software
architecture design and implementation avoiding redundancy in base
code.
Research Lab May 2010 - September 2011
- Taught introduction to informatics and computer science basics to
first semester students.
- Assisted in the creation of a new University Unit in charge of
Knowledge transfer, innovation and entrepreneurship within the
University by defining the positions and roles for each of the future
members and designing the System architecture for the unit.
CIDTEC - Software Engineer
Research Lab June 2009 - December 2009
- Designed and developed a Content Management System for specifics
requirements using PHP with OOP paradigm as well as an Editorial
Management Software which allowed the Research center to manage the
publication of its scientific journal.
CorpoElec - Software Engineer
Intern
Electricity Supplier April 2009 - June 2009
- Developed a CRUD module to manage internal Oracle database using PHP
+ JavaScript
- Ported online system written in ASP.Net to PHP + JavaScript