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At Solaria Labs, Liberty Mutual's innovation endeavor, we leverage deep learning and transfer learning to drive innovation in predictive analytics, claims and risk assessment. With 5 years of dedicated service as a Data Scientist for Solaria Labs, following 3 years of Data Science experience in defense, I've honed a specialization in computer vision tasks and NLP tasks, including multi-modal generative AI, search engines and triage systems. My role involves not just algorithm development but also integrating these solutions into our broader systems, enhancing our business class code matching, risk management, and claims capabilities. Our proficiency in version control systems and CI/CD pipelines enables the maintaining of robust, scalable machine learning solutions that serve as a foundation for strategic automation.Prior to Liberty Mutual, I was a data scientist for Systems & Technology Research, a defense contractor that helped me build foundational skills in deep learning, such as training CNNs from scratch using PyTorch. I even had the opportunity to write a technical paper for the Conference on Information Fusion, Ottawa 2019, outlining an interesting use-case of feature extraction using contrastive learning. These earlier experiences were invaluable in bootstrapping my career as a data scientist.
Liberty Mutual Insurance
View- Website:
- libertymutualgroup.com
- Employees:
- 10
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Senior Data ScientistLiberty Mutual Insurance Sep 2019 - PresentBoston, Ma, Us -
Data ScientistSystems & Technology Research Jun 2016 - Jul 2019Woburn, Ma, Us• Designed and implemented convolutional neural networks (PyTorch), for image classification and re-identification tasks, often paired with other machine learning techniques, such as regression and clustering• Developed experiments to understand algorithmic performances by cross validation with metrics such as ROC curves, precision/recall curves, cumulative match characteristics, and confusion matrices • Integrated algorithms into larger systems by creating pip installable python packages with clean documentation for internal and external use -
Product Pricing Development Program - InternTravelers Jun 2015 - Aug 2015New York, Ny, Us• Assisted the Actuarial Pricing team in running Generalized Linear Models on synthetic data sets in SAS in order to more accurately price products by understanding variable dependencies and variable importance for earthquake catastrophes• Assisted the Risk Management team in understanding how Travelers could better leverage wind rating variables by conducting competitor analysis and understanding the competitive landscape• Worked with a team of interns to conduct and present a cost benefit analysis outlining the internal use of Unmanned Aircraft Systems to optimize underwriting, claims, and catastrophe response processes -
Calculus 1 Mentor/Teaching AssistantRensselaer Polytechnic Institute Aug 2014 - Dec 2014Troy, Ny, Us• Mentored a diverse group of 15 first-year students• Lead two weekly classes to review calculus concepts and administer quizzes• Met with professors and administrators in the math department weekly to discuss student progress
Luke Perkins Skills
Luke Perkins Education Details
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Rensselaer Polytechnic InstituteMathematics
Frequently Asked Questions about Luke Perkins
What company does Luke Perkins work for?
Luke Perkins works for Liberty Mutual Insurance
What is Luke Perkins's role at the current company?
Luke Perkins's current role is Senior Data Scientist at Liberty Mutual Insurance.
What is Luke Perkins's email address?
Luke Perkins's email address is cy****@****ail.com
What is Luke Perkins's direct phone number?
Luke Perkins's direct phone number is +160382*****
What schools did Luke Perkins attend?
Luke Perkins attended Rensselaer Polytechnic Institute.
What skills is Luke Perkins known for?
Luke Perkins has skills like Data Analysis, Linear Algebra, Matlab, Python, Principal Component Analysis, Microsoft Excel, Microsoft Office, Sas, Microsoft Word, Powerpoint, Customer Service, Public Speaking.
Who are Luke Perkins's colleagues?
Luke Perkins's colleagues are Kathryn B., Clyde Gano, Sherri Shortell, Kelli Newell, Jamie Turton, Paul Recker, Kimberly Kyi Dorsey.
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