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Matt Zhou
Matt Zhou

111 Followers

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Published in

Towards Data Science

·Pinned

Designing ML Orchestration Systems for Startups

A case study in building a lightweight production-grade ML orchestration system — I recently had the chance to build out a machine learning platform at a healthcare startup. This article covers the journey of architecture design, technical tradeoffs, implementation details, and lessons learned as a case study on designing a machine learning orchestration platform for startups. As the machine learning tooling ecosystem…

Machine Learning

8 min read

Designing ML Orchestration Systems for Startups
Designing ML Orchestration Systems for Startups
Machine Learning

8 min read


Feb 9

An Engineer’s Runbook for Building Data Privacy Tools

What I wish I knew in my first 90 days of privacy engineering work in a new organization The emerging field of privacy engineering is rapidly evolving with new data regulations pushing technologists to innovate safer and scalable ways to protect user data. After gaining experience designing privacy infrastructure and…

Data

10 min read

An Engineer’s Runbook for Building Data Privacy Tools
An Engineer’s Runbook for Building Data Privacy Tools
Data

10 min read


Published in

Uncovering Big Med

·May 26, 2021

Crowdsourced Healthcare Questions

Medical Pricing: Why can’t I get the cost of anything upfront? Healthcare providers won’t even tell me the self-pay price. It makes me think they charge people different amounts — is that illegal? When i pay for a service, how much goes where? I.e insurance company, doctor, etc. Is anyone regulating medical…

5 min read

Crowdsourced Healthcare Questions
Crowdsourced Healthcare Questions

5 min read


Published in

Uncovering Big Med

·May 26, 2021

Why is American healthcare so ridiculously expensive?

How healthcare institutions are becoming oligopolies and reasons to stay hopeful for healthcare reform. — While gathering questions on healthcare from my networks, friends and strangers alike honed in on the expense and inscrutability of the healthcare system. There was a common fear that medical bills would be more expensive than expected, not knowing in advance the list of medical procedures that would be performed…

Healthcare

10 min read

Why is American healthcare so ridiculously expensive?
Why is American healthcare so ridiculously expensive?
Healthcare

10 min read


Published in

DataDrivenInvestor

·Apr 6, 2020

COVID-19 Response: The False Choice of Privacy vs. Health

In responding to the COVID-19 pandemic, technologists and public health workers have a responsibility to avoid building harmful surveillance infrastructure. — In computer systems, identifying a person requires knowledge of the networks of people, behaviors, and personal details associated with them. To find out who somebody is, you must triangulate them through the rhythms of their lives and the shape of their communities. Because of this, being identified online often involves…

Coronavirus

5 min read

COVID-19 Response: The False Choice of Privacy vs. Health
COVID-19 Response: The False Choice of Privacy vs. Health
Coronavirus

5 min read


Published in

Ethical Engineering

·Jun 22, 2019

Breaking Up Big Tech is a Bandaid Solution

Beyond individual tech companies being punished, we should be thinking about how to change the market system that rewards and empowers these companies. Breaking up big tech has become a favorite rallying call across the political aisle — from Elizabeth Warren to Donald Trump, there has been a bi-partisan feeling…

Data

10 min read

Breaking Up Big Tech is a Bandaid Solution
Breaking Up Big Tech is a Bandaid Solution
Data

10 min read


Published in

Towards Data Science

·Mar 3, 2017

Hamilton: A Text Analysis of the Federalist Papers

Exploring the writing styles of Hamilton, Madison, and Jay in the Federalist Papers using latent semantic analysis — Code Implementation Here At this point, you might’ve heard of that play, Hamilton, that’s been sweeping the Broadway circuit and reviving national interest in the “Ten Dollar Founding Father without a father”. It’s massively entertaining with a compelling narrative, and it has historical authenticity (with some creative liberties). …

Data Science

5 min read

Hamilton: A Text Analysis of the Federalist Papers
Hamilton: A Text Analysis of the Federalist Papers
Data Science

5 min read

Matt Zhou

Matt Zhou

111 Followers

Engineering Manager @VillageMD, previously Data@newyorktimes

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