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Adrian V. Duda

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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)

Keywords

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

Attachments

CV-AdrianDuda_221222.pdf

Skills

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
Continental
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
one2many
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
Siemens
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
Comptel
Domain: Telecoms | Helsinki, Finland

>>> Java

Improved the Billing Mediation platform for mobile operators.

Certifications

AWS Certified Machine Learning – Specialty
2022
TensorFlow Certified Developer
2022
AWS Certified Data Analytics – Specialty
2022
AWS Certified Solutions Architect – Professional
2022
AWS Certified DevOps Engineer – Professional
2022
AWS Certified Security – Specialty
2022

Local Availability

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

Other

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.

Recommendations

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."

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