Profileimage by AdrianV Duda Certified Machine Learning Engineer | MLOps | AWS Cloud | LIVE Portfolio from Aiud

Adrian V. Duda


Last update: 22.01.2023

Certified Machine Learning Engineer | MLOps | AWS Cloud | LIVE Portfolio

Graduation: Master of Science (M.Sc.) in Artificial Intelligence
Hourly-/Daily rates: show
Languages: English (Full Professional) | French (Limited professional) | Dutch (Elementary) | Romanian (Native or Bilingual)


Machine Learning Amazon Web Services Artificial Neural Networks Computer Vision Telecommunications C++ (Programming Language) Cloud Computing Continuous Integration Forecasting Python (Programming Language)




Hi, I'm Adrian, an experienced certified Machine Learning and AWS Cloud Specialist looking to partner with businesses to provide them with a positive return on their investment. With 15+ years of experience in software engineering, I helped companies create long-term value through Machine Learning and Predictive Analytics in various industries, within or outside a Cloud environment, for example:

•    Gained 95% vehicle collision avoidance on initial road tests through trajectory prediction @ Continental
•    Achieved zero downtime enabling power supplies to predict and counteract voltage disturbances @ Siemens 
•    Brought resource savings and a granted patent, addressing the increase in data traffic @ France Telecom

My modus operandi is learning to create and creating to learn - I'm constantly updating my LIVE Portfolio of projects on Machine Learning topics.

My areas of expertise are:
  • Machine Learning & Neural Networks
  • TensorFlow, PyTorch, Scikit-learn
  • Python, Pandas, NumPy, SciPy, C++
  • Computer Vision
  • Natural Language Processing NLP
  • Reinforcement Learning
  • Time Series Forecasting
  • AWS Cloud
  • Microservices, REST API
  • MLOps with CI/CD, Docker, AWS SageMaker Pipelines
From getting businesses to make the most of Machine Learning capabilities, to scaling using AWS Cloud environments, I am your guy! Please feel free to reach out today so we can see if we are a good fit for each other.

Project history

06/2022 - Present
Machine Learning & Cloud Consultant
Haefeli & Schroeder Financial Lines
Freelance | Domain: Insurance | Zurich, Switzerland
Assessed efficient end-to-end machine learning pipelines and deployment options for Swiss digital platform for Financial Lines.

>>> AWS SageMaker, CloudFormation, Auto Scaling, Machine Learning, NLP, Computer Vision, Infrastructure as Code, Automation, Python, MLOps

• Designed approach for team that has not used Machine Learning before to take advantage of MLOps pipelines.
• Transformed ideas into concrete implementation using NLP and Computer Vision to enhance response to clients' requests.
• Improved performance and scalability, using AWS SageMaker Experiments, Debugger Insights, SageMaker Model Monitor & CloudWatch, Auto Scaling of Inference Endpoints, CI/CD.
• Automated shutdown and re-deployment of Inference Endpoints as needed using AWS CloudFormation
• Performed A/B testing using AWS SageMaker Production Variants and CodeDeploy to automate traffic shift.

05/2020 - 05/2022
Senior Software Engineer, Algorithm Developer
Domain: Automotive | Sibiu, Romania
Worked on Advanced Driver Assistance Systems for increased road safety.

>>> Predictive Analytics, Machine Learning, Mathematics, Python, C, C++

• Implemented trajectory prediction algorithms making vehicles driving in reverse slow down or stop automatically to avoid collisions
• 95% automated collision avoidance achieved on road tests after initial version implementation.

09/2018 - 02/2020
Cloud Consultant
Haefeli & Schroeder Financial Lines
Freelance | Domain: Insurance | Zurich, Switzerland
Assessed the benefits of using Cloud Environment for the first online Financial Lines Insurance platform in Switzerland.

>>> Azure, AWS

• Analyzed and presented potential architectures using Azure and AWS, for team that has not used Cloud before.

09/2016 - 08/2018
R&D Software Engineer
Domain: Public Safety | Deventer, Netherlands
Worked on end-to-end Public Warning solutions for nationwide alerts.

>>> AWS, Java Spring, REST API, Telecommunications

• Successfully implemented and deployed Cloud-based solution for New Zealand National Emergency Public Alerting System.

05/2015 - 09/2016
Software Developer
Domain: Electronics | Sibiu, Romania
Worked to control power supply devices to switch intelligently between DC power and battery.

>>> Predictive Analytics, Machine Learning, Mathematics, Physics, C

• Achieved zero downtime by enabling power supplies to predict and counteract voltage disturbances.

11/2013 - 08/2014
Software Developer
Shareworks by Morgan Stanley
Freelance | Domain: Finance | Calgary, Canada
Worked on the industry-leading Shareworks equity award management application.

>>> Java, Web services

• Improved and expanded Financial Reporting module, deploying to production on a weekly basis.

09/2005 - 12/2012
Project Manager, Senior R&D Engineer
France Telecom / Orange Labs UK
Domain: Telecoms | London, UK
Envisioned and implemented new concepts to bring long-term value for the mobile operator.

>>> Predictive Analytics, Network architectures and protocols, Project Management, Mathematics, Java, C++

• Translated ambiguous requirements into concrete architectures and frameworks.
• Brought resource savings and a granted patent using Predictive Analytics to address mobile network data traffic increase.

12/2002 - 06/2005
R&D Researcher
Comnitel Technologies / University College Cork Cork
Domain: Telecoms | Cork, Ireland

>>> Network architectures, C++, Java

Conducted project sponsored by Enterprise Ireland to improve mobile networks Quality of Service.

11/2001 - 11/2002
Software Developer
Domain: Telecoms | Helsinki, Finland

>>> Java

Improved the Billing Mediation platform for mobile operators.


AWS Certified Machine Learning – Specialty
TensorFlow Certified Developer
AWS Certified Data Analytics – Specialty
AWS Certified Solutions Architect – Professional
AWS Certified DevOps Engineer – Professional
AWS Certified Security – Specialty

Local Availability

Only available for the countries Romania
Prefer remote work, but I am flexible to travel for the needs of the project.


I am open to Machine Learning, Software Engineering & AWS Cloud roles, working together to bring most value from Data. I am trying to speak your language, not mine.


Managing Partner (Markus Haefeli)
"I needed an expert on Cloud Capabilities for a new insurance platform. I fully trusted Adrian, who was switching from permanent jobs to freelancing, with wide international expertise: from requirements to architectures for AWS or Azure cloud environments. I employed Adrian again, to assess efficient Machine Learning pipelines and deployment options. Adrian is an exceptional professional, hard working, easily adapting to new challenges. I highly recommend Adrian and will continue to involve him."

Contact form

Contact details

Profileimage by AdrianV Duda Certified Machine Learning Engineer | MLOps | AWS Cloud | LIVE Portfolio from Aiud Certified Machine Learning Engineer | MLOps | AWS Cloud | LIVE Portfolio