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@adrienmateaadan
Senior AI/ML engineer specializing in MLOps, LLM systems, and production-grade ML infrastructure.
I am a Senior AI/ML Engineer with 8+ years building end-to-end machine learning systems across finance, legal, and tech domains. I design and deploy production-grade infrastructure, high-throughput inference, and robust MLOps pipelines to take models from research into reliable operations.
I have led teams to deliver algorithmic trading platforms, portfolio optimization systems, multi-agent RAG legal platforms, and mobile Visual Document Understanding solutions. My work spans cloud-native architectures (AWS, Terraform, ECS/Fargate), model optimization (TensorRT, Triton), and fine-tuning LLMs (LoRA) for generative and retrieval-augmented applications.
I focus on measurable impact: automated trading and risk systems, production document tagging used by millions, and scalable analytics platforms for internal stakeholders. I bring a pragmatic, results-oriented approach to deploying cutting-edge AI to solve critical business problems.
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Work history, roles, and key accomplishments
Independent / Consultancy
Jan 2023 - Present (2 years 10 months)
Architected and deployed end-to-end ML solutions including a production-grade algorithmic trading platform, AWS-based portfolio optimization processing S&P Global data, and multi-agent RAG systems for legal document analysis; led a team of 3 engineers and automated daily execution with Terraform and AWS Step Functions.
Digiposte
Jan 2018 - Jan 2023 (5 years)
Managed and mentored a team of 3 data scientists and delivered production VDU and mobile inference solutions, including an automated document tagging pipeline using MobileNetV2 (TensorFlow Lite) and KYC data-extraction models that accelerated loan application workflows.
AI & Data
Jan 2017 - Jan 2018 (1 year)
Developed customer segmentation and predictive models (clustering, SVM, Random Forest) for B2B/B2C clients to optimize email marketing and identify high-value sales leads, improving targeting strategies.
Reperes Beauty
Jan 2012 - Jan 2016 (4 years)
Managed international pre-launch testing for cosmetic products, conducting concept analysis and delivering data-driven recommendations to clients to inform launch decisions.
Degrees, certifications, and relevant coursework
Certification, MLOps
2022 - 2022
Completed an MLOps certification focused on productionizing machine learning workflows and tooling.
Specialization, Machine Learning
2022 - 2022
Completed the TensorFlow Advanced Techniques Specialization covering advanced model-building and optimization techniques.
Master of Business Administration, Big Data
2017 - 2017
Completed an MBA specializing in Big Data and Chief Data Officer studies focusing on data strategy and leadership.
Master's Degree, Marketing
2010 - 2012
Earned a Master's Degree in Marketing with coursework and projects in market research and consumer analysis.
Bachelor's Degree, Economic Sciences
2008 - 2010
Completed a Licence (Bachelor's) in Economic Sciences covering core economics and quantitative methods.
Software and tools used professionally
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