I am a Principal Data Scientist at Providence St. Joseph Health in Portland, Oregon. I am a statistician at core and love building AI/ML models. I love the outdoors and spend most of my weekends exploring amazing Oregon.
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Jun 14, 2021 · 3 min read · In part 1 of this series, we simulated some data using the following model: In this post, a mixed model with random intercept and random slope is fitted using pystan and simulated data. The nice thing about using the simulated data is that we already...
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Jun 6, 2021 · 3 min read · One of the limitations of Python, as compared to R, is the lack of statistical packages in Python. If you want to fit complicated models such as mixed models or survival models, R packages such as survival and lme4 are an easy way to solve such probl...
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May 30, 2021 · 3 min read · I have been playing around with Data Classes as a substitute to namedtuples and I absolutely love it. Data Classes are a significant improvement over the namedtuples both in functionality and code readability. I won’t go into details of differences b...
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Apr 26, 2021 · 3 min read · Data Classes in the module dataclasses are versatile and can be used to create user defined classes with type hints. Users can add metadata to each field during initialization, which can be used for proper documentation, data dictionary creation and ...
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