01/22/2023 updated
100 % available
Certified Machine Learning Engineer | MLOps | AWS Cloud | LIVE Portfolio
Aiud, Romania
Romania
Master of Science (M.Sc.) in Artificial IntelligenceAmazon Web ServicesArtificial Neural NetworksComputer VisionTelecommunicationsC++ (Programming Language)Cloud ComputingContinuous IntegrationForecastingPython (Programming Language)Machine LearningNatural Language ProcessingNumPyPatentsPredictive AnalyticsTensorFlow
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
Languages
EnglishFluentFrenchGoodDutchBasic knowledgeRomanianNative speaker
Project history
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.
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.
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.