I have been doing machine learning, Python, and math optimization for about 10 years. I tutored all levels of math, statistics, Python, and physics. I have a Masters in Mathematics.
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Data ScientistDatafiniti Jan 2019 - PresentAustin, Texas, Us• Built hierarchical mutli-label text classification application in Python using Pytorch to classify products scraped from the web into Amazon hierarchies. Put together training/testing pipeline. Model trained on 4,434,908 unique Amazon training points representing 15,520 labels. Model tested on 31,369 unique non-Amazon data points and achieves P@1 of 97% and P@3 of 91%. Produced two deployment versions. First version is a dockerized Python/Flask/Bjoern microservice. Second pulls records off of RabbitMQ queue and runs on both CPU and GPU. Achieves labeling rate of about 200 records/second on an NVIDIA Tesla V100 GPU. Gained more than four times speedup by running data preprocessing (tokenization) and postprocessing (reconstructing hierarchies from ordered labels) as parallel python processes. Application exhibits horizontal scaling across machines.• Performed and presented data analysis on distribution and recency of business, product, and property data in production Elasticsearch.• Maintained and re-wrote legacy Java libraries, including use of JUnit testing with Mockito.• Helped test and maintain nodejs applications. -
Co-FounderWhats For Dinner Today 2018 - Present
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Software Engineering ConsultantFreelance, Self-Employed 2018 - Present
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Software Developer In Operations ResearchGeneral Motors It Department 2014 - 2017I helped developed linear and integer programs for General Motors's Supply Chain Purchasing and Planning divisions. I modeled the linear and integer programs in Java, Python, and the Optimization Programming Language (OPL) and OPL Script (a derivative of Javascript) built around IBM's CPLEX solver. I did data analytics with Python, including some use of the Pandas library.
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Math/Statistics/Physics/Programming TutorSelf-Employed 2013 - 2013I tutored all the levels of calculus, real analysis, linear algebra, differential equations, matrix analysis, physics, and statistics. I also tutored Python.
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Graduate Teaching AssistantThe University Of Texas At Austin 2013 - 2013Austin, Tx, UsI helped teach Integral Calculus for Science Majors. -
Graduate Teaching AssistantThe University Of Texas At Austin 2011 - 2011Austin, Tx, UsI helped teach Integral Calculus for Science Majors.
Anna Ayzenshtat Skills
Anna Ayzenshtat Education Details
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The University Of Texas At AustinMathematics -
University Of California, BerkeleyMathematics
Frequently Asked Questions about Anna Ayzenshtat
What company does Anna Ayzenshtat work for?
Anna Ayzenshtat works for Datafiniti
What is Anna Ayzenshtat's role at the current company?
Anna Ayzenshtat's current role is Data Engineer at Datafiniti.
What schools did Anna Ayzenshtat attend?
Anna Ayzenshtat attended The University Of Texas At Austin, University Of California, Berkeley.
What skills is Anna Ayzenshtat known for?
Anna Ayzenshtat has skills like Html 5, Bash, Python Scientific Computing, Python Web Programming, Flask, Data Analysis In Python, Linear And Integer Programming, Machine Learning, Probability, Statistics, Data Analysis, Numpy.
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