Hubert Nguyen - Machine Learning Team Leader

Highly skilled and experienced professional with a strong background in coding, algorithm development, and machine learning. Have a proven track record of delivering valuable solutions to customers and contributing to the growth and development of his companies. Expertised in various programming languages, including Python, C/C++, and Java, and is proficient in using tools such as Pycharm, Android Studio, Visual Studio, and Visual Code. Experienced in working with cloud services, including AWS and Google Cloud, and has a strong understanding of various database frameworks, including MongoDB, PostgresQL, MySQL, and ElasticSearch Experienced in big data and AI frameworks, such as Google Bigquery, AWS Athena, TensorFlow, PyTorch, ONNX, Triton, OpenVINO, Sklearn, and MLflow

Project list

MicroIDS - Singapore

Micro-IDS is an ultra-lightweight intrusion and tamper detection system that utilizes advanced machine learning models to detect behavioral anomalies at the device and network level. It applies Federated Learning techniques to improve machine learning's scalability and protect customer data privacy.

- Design system architecture, system components - Lead member implements.

Technologies: Python, FastAPI, PostgreSQL, Scikit-learn, PyTorch, Docker, GitLab CI/CD, Machine Learning

Vingroup - Vietnam

Recommendation system for e-commerce products: Use machine learning algorithms to find potential products for customers on Vinpearl e-commerce platforms. Targeted Marketing system: Use machine learning algorithms to segment and rank customers for marketing campaigns

- Gather business requirements from stakeholders - Design System architecture, MLOps architecture. - Design Data Workflow, ML algorithm. - Lead member implements.

Technologies: Python, PyTorch, TensorFlow, Scikit-learn, FastAPI, Docker, BigQuery, MongoDB, MySQL, PostgreSQL, NLP, Machine Learning

IDP SaaS product - Vietnam

IDP (Intelligent Document Processing) SaaS product is an advanced technology solution that leverages Al to empower organizations to digitize and automate the processing of unstructured data from various documentation sources. These sources include digitized document images, PDFs, word processing files, online forms, and more. It boasts an impressive processing speed of 600 images per second.

- Communicate with customer and analyze their business. - Design system architecture, MLOps architecture. - Lead the technical aspects of the project. - Design Cloud architecture and cloud services. - Manage Al team member

Technologies: NLP, Computer Vision, Python, C++, S3, EC2, EKS, Lambda, FastAPI, Docker, MongoDB, MySQL

Private - Vietnam

Information extraction system for Vietnamese medical and invoice documents.

- Gather business requirements. - Build models and workflow of the project. - Lead the technical aspects of the project. - Design system architecture. - Implement and deploy machine learning models.

Technologies: Computer Vision, PyTorch, Docker, FastAPI

Private - Vietnam

Develop a multi-document recognition system for eKYC applications, capable of accurately classifying and extracting data from various personal identification documents including national identity cards, driver's licenses, and residential address records anomalies at the device and network level. It applies Federated Learning techniques to improve machine learning's scalability and protect customer data privacy.

- Gather business requirements. - Design system architecture. - Analyze data and select and build machine learning models.

Technologies: Computer Vision, PyTorch, Docker, FastAPI

AICR - Vietnam

Optical and HandWriting Character Recognition for Vietnamese and Korea

- Get business requirements and define development strategy. - Design and build model

Technologies: Flask

Private - Vietnam

Apply machine learning algorithms to radar systems. Develop a machine learning model to classify radar objects, and develop a machine learning algorithm to detect abnormal radar objects.

- Gather business requirements. - Lead the technical aspects of the project. - Design system architecture. - Implement and deploy machine learning model.

Technologies: C++, Python, TensorFlow

Private - Vietnam

VRS-CSX (coastal radar surveillance system) and VRS-2DM (anti-aircraft radar)

- Design and build software systems for information processing and signal processing. - Implement algorithms to detect and track radar objects. - Collaborate with the hardware team to manage all devices in the system in real time.

Technologies: C++

Project list

Education

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