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Achievements

Achievement: QuickdrawAchievement: Pull Sharkx2Achievement: YOLO
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Organizations

@redoio
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akomarla/README.md

I'm curious about all things tech, data, math and social impact related. Reach me on aparna.komarla@gmail.com

Semiconductors

Operations research, Supply chain

predict_npi_bugs Use non-linear curve fitting and optimization to forecast JIRA sightings in SSD product development

forecast_demand Use time-series forecasting and vector similarity measures to forecast SKU-level SSD customer demand

forecast_npi_costs Use historical price quotes received from ODMs to forecast manufacturing costs of SSDs

inventory_optimization Safety-stock optimization technique for SSD supplychain that challenges the traditional assumption that demand is distributed normally

Law & Policy

Open data, Government, Judicial system

ca_jails_covid_data Led data science and development efforts to create the only COVID-19 dataset for California's jails via FOIA requests (www.covidincustody.org)

data_transparency_cpra Metrics to measure and visualize the transparency of govt. agencies in response to FOIA requests for COVID-19 data (www.covidincustody.org)

resentencing_data_initiative Determine resentencing eligibility of nonviolent offenders in California's prisons (with the Three Strikes Project, Stanford School of Law)

Other

Open source contributions

ExpSmoothing Training and testing a model for exponential smoothing time-series forecasts

Acronyms:
ODM: Offshore Device/Design Manufacturer
SSD: Solid-State Drive
FOIA: Freedom of Information Act (or Public Records Act in California)

Pinned

  1. inventory_optimization inventory_optimization Public

    Modeling errors in SSD market demand forecasts to improve supply planning like safety-stock allocations

    Jupyter Notebook 2

  2. covidincustody/ca-county-jails-data covidincustody/ca-county-jails-data Public

    COVID-19 data for CA county jails extracted from freedom of information requests to public agencies

    Python 3

  3. ExpSmoothing ExpSmoothing Public

    A simple introduction to statistical learning for time-series forecasting using the Holt Simple Exponential Smoothing method

    Python 1

  4. covidincustody/data-transparency-cpra covidincustody/data-transparency-cpra Public

    COVID-19 data transparency of CA sheriff's department based on responses to freedom of information requests

    Python 3 2

  5. predict_npi_bugs predict_npi_bugs Public

    Predict number of JIRA bugs in SSD engineering dev process as a proxy for market readiness

    Python 2

  6. forecast_demand forecast_demand Public

    SKU-level customer demand forecasts for SSDs for improved long-term supply planning

    Python 1 1