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Applied mathematician and computer vision researcher with experience in deep learning, convolutional neural networks, machine learning, and developing and implementing advanced algorithms. I currently work on problems related to multi-label image classification and feature extraction. Highly motivated, detailed, and resourceful.Areas of Expertise:Deep Learning, Computer Vision, Machine Learning, Numerical Analysis of PDEs, Inverse Problems, Imaging/Image Processing, OptimizationProgramming: Python, MXNet, PyTorch, Numpy, Scipy, Scikit-Learn, Pandas, Boto3, Docker, C++, Cython, Matlab, MPI, OpenMP, Keras, TensorFlowAWS Cloud Infrastructure: AWS Batch, EC2, Lambda, SageMaker, Rekognition, DynamoDB, Redshift, S3, Elastic Container RepositoryMachine Learning: Nonlinear/Linear Optimization Algorithms, L1/L2/TV Regularized Least Squares, ADMM, Logistic Regression, PCA, Clustering, Neural NetworksStatistics: Hidden Markov Monte Carlos, Expectation Maximization AlgorithmMy previous academic research deals with computational inverse problems related to the recovery of unknown parameter functions inside a medium from boundary measurements. The areas of medical and seismic imaging are a driving force behind the research in this area, among other fields.As such, I am well-versed in the implementation of numerical algorithms for solving PDEs, advanced linear algebra, application of optimization schemes, design of computational experiments, and scientific visualization.
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Senior Applied ScientistAmazon Apr 2021 - PresentSeattle, Wa, Us -
Applied ScientistAmazon May 2017 - Apr 2021Seattle, Wa, Us -
Industrial Postdoctoral ResearcherUniversity Of Minnesota Aug 2015 - May 2017Minneapolis And St. Paul, Minnesota, UsConducting research pertaining to PDE constrained optimization in collaboration with Exxon Research in Annandale, NJ. -
Postdoctoral ResearcherUniversity Of Houston Nov 2013 - Jul 2015Houston, Tx, UsConducting research related to the active cloaking (manipulation) of wave fields, with a slight emphasis on computation. -
Postdoctoral ResearcherUniversity Of Jyväskylä Sep 2012 - Nov 201340014, FiConducting research on inverse problems related to radiative transfer and imaging techniques under professor Mikko Salo. Also responsible for some teaching duties as required. -
Postdoctoral Research FellowInstitut Mittag-Leffler Jan 2013 - May 2013Djursholm, Stockholms Län, SeConducted research in Inverse Problems and collaborated with colleagues. -
Technical ConsultantContext Relevant Inc. Jun 2012 - Aug 2012Seattle, Wa, UsPatent writing for big data analytics software, machine learning, parallel computing, logistic regression -
Mathematics Phd CandidateUniversity Of Washington Sep 2007 - Aug 2012Seattle, Wa, UsPursued doctoral research in Inverse Problems related to different medical imaging modalities and other applications under the advisement of Gunther Uhlmann. -
Graduate Teaching AssistantUniversity Of Washington Sep 2006 - Aug 2012Seattle, Wa, UsLead quiz sections for Calculus I,II and III (Math 124/5/6) to supplement the professors' lectures and provide the students with valuable experience, support, and feedback with the material. Additionally, I have occasionally been lecturer for Calculus II, III and Introduction to Differential Equations (Math 307). Duties include presenting material to students (30-50 class size), writing exams, holding office hours, etc. I have also acted as Teaching Assistant for Topology (Math 441), which required grading of students' proofs and holding office hours. -
Mathematics Reu StudentUniversity Of Minnesota Jun 2004 - Aug 2004Minneapolis And St. Paul, Minnesota, UsUnder the advisement of Fadil Santosa at the IMA (Institute for Math and its Applications), I developed a program in C++ to solve the wave equation (2D and 3D) with a perfectly matched layer absorbing boundary condition. I also utilized time series data to construct animations of the corresponding solution via TecPlot.
Mark Hubenthal Skills
Mark Hubenthal Education Details
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University Of WashingtonMathematics -
Whitman CollegePhysics
Frequently Asked Questions about Mark Hubenthal
What company does Mark Hubenthal work for?
Mark Hubenthal works for Amazon
What is Mark Hubenthal's role at the current company?
Mark Hubenthal's current role is Senior Applied Scientist at Amazon.
What is Mark Hubenthal's email address?
Mark Hubenthal's email address is ma****@****ail.com
What is Mark Hubenthal's direct phone number?
Mark Hubenthal's direct phone number is +183279*****
What schools did Mark Hubenthal attend?
Mark Hubenthal attended University Of Washington, Whitman College.
What are some of Mark Hubenthal's interests?
Mark Hubenthal has interest in Mathematics, Computers, Microlocal Analysis, Health, Partial Differential Equations, Chinese Language, Education, Environment, Science And Technology, Music.
What skills is Mark Hubenthal known for?
Mark Hubenthal has skills like Data Analysis, Partial Differential Equations, Matlab, Mandarin, C++, Machine Learning, Research, Algorithms, Statistics, Elementary Mandarin Chinese, Jazz Saxophonist, Python.
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