Keywords
Machine Learning
Amazon Web Services
Artificial Neural Networks
Computer Vision
Telecommunications
C++ (Programming Language)
Cloud Computing
Continuous Integration
Forecasting
Python (Programming Language)
Portfolio
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:
• 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
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.
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.
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.
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.
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.
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.
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.
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.
>>> 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.
>>> Java
Improved the Billing Mediation platform for mobile operators.
Certifications
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.
