Luis De Melo
AI & ML Enginner & Data Scientist
Lippstadt
Summary
MSc in Mechatronic Systems with almost 5 years of experience in Research and development Engineering in the area of computer vision using Artificial Intelligence (Deep Learning and Machine Learning) algorithms.
Overview
9
9
years of professional experience
8
8
years of post-secondary education
3
3
Certifications
3
3
Languages
Work History
Research Assistant in Software Engineering
Hochschule Hamm-Lippstadt
03.2024 - Current
- Implement jamming and spoofing nodes in Simu5G using C++
- Assist in designing a synchronization module to align Simu5G and CARLA
- Develop Machine/Deep Learning pipelines for object detection and classification using CARLA emulated sensor data
- Manage experiments through MLFlow to train and evaluate models
- Conduct mmWave (FR2) measurement campaigns in both indoor and outdoor environments to validate simulation, implementation of SLM models for NLP project
- Technologies: C++, Python, NLP, Machine Learning, Deep Learning, CARLA, OMNeT++
R&D AI Engineer
Griaule
09.2020 - 02.2024
- Research, implement, deploy and maintain of state of the art Machine Learning and Deep Learning algorithms for Image Processing and Computer Vision tasks and integrate those solutions in responsive C++ applications
- Develop scalable training and validation pipelines (PyTorch, TensorFlow) for biometric vision tasks (Face recognition, Face Detection, Spoofing Detection)
- Optimization of training pipelines with distributed processing frameworks (Torch Distributed, CUDA, NCCL, NVIDIA DALI)
- Deployment and management of Vector Database (Milvus) to perform Approximate Nearest Neighbors (ANN) searches on GPU environments
- Refactor intern libraries for maintainability using design patterns to support both Linux and Windows
- Design CI/CD pipelines for core libraries and a CLI to streamline integration processes
- Develop containerized API solutions to deliver results to web and mobile applications using Flask and fastAPI
- Ranked 9th in the Investigation Category of NIST FRVT among over 1,400 algorithms, establishing a global reference for the company
- Improved product performance by integrating new stack and optimizations (OpenVINO, ONNXRuntime, OpenCV), reducing memory consumption by 60% and latency by 27%
Software Engineer Researcher
Universidade de Brasilia
05.2018 - 10.2018
- Development of image processing, computer vision, and machine learning algorithms for satellite image processing software
- Responsibilities were to develop Image processing filters with multithreading and GUI (Qt5, GDAL) for Windows and also for pluvial metrics estimation on Google's Earth Engine
- Technologies: C++ (CAFFE, Tensorflow, Keras), C#, Javascript
Engineer Intern
Brazilian Space Agency
07.2016 - 04.2017
- Development of aerospace engineering prototypes for educational purposes
- Tasks included 3D part modeling and fabrication using 3D FDM printers, Arduino circuit design and programming, development of realtime sensor data plotting, establish serial communication between the satellite's Arduino and Xbee amongst others
- Technologies: Python (Tkinter, PySerial), C++, Solid Works
Education
Masters - Mechatronics Systems
Universidade de Brasília
08.2017 - 02.2020
Bachelor of Engineering - Mechatronics
Universidade de Brasília
08.2011 - 12.2016
Skills
Deep Learning
Certification
Astronomer Certification for Apache Airflow Fundamentals, 09/01/23
Work Availability
monday
tuesday
wednesday
thursday
friday
saturday
sunday
morning
afternoon
evening
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Accomplishments
- Achieved 9th place on NIST's FRVT 1:N competition through effectively helping with the development and training of top-notch face recognition deep learning pipelines.
- Achieved latency and memory usage reduction by introducing a new stack of inference engines and embedding optimization algorithms.
Languages
English
Bilingual or Proficient (C2)
Portuguese
Bilingual or Proficient (C2)
German
Intermediate (B1)
Timeline
Research Assistant in Software Engineering
Hochschule Hamm-Lippstadt
03.2024 - Current
R&D AI Engineer
Griaule
09.2020 - 02.2024
Software Engineer Researcher
Universidade de Brasilia
05.2018 - 10.2018
Masters - Mechatronics Systems
Universidade de Brasília
08.2017 - 02.2020
Engineer Intern
Brazilian Space Agency
07.2016 - 04.2017
Bachelor of Engineering - Mechatronics
Universidade de Brasília
08.2011 - 12.2016
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