
Last up in Privacy Tech for #enigma2021, @xchatty speaking about "IMPLEMENTING DIFFERENTIAL PRIVACY FOR THE 2020

* Data users expect consistent data releases
* Some people call synthetic data "fake data" like
"fake news"
* It's not clear what "quality assurance" and "data exploration" means in a DP framework

* required to collect it by the constitution
* but required to maintain privacy by law
* differential privacy is open and we can talk about privacy loss/accuracy tradeoff
* swapping assumed limitations of the attackers (e.g. limited computational power)
Change in the meaning of "privacy" as relative -- it requires a lot of explanation and overcoming organizational barriers.
* different groups at the Census thought that meant different things
* before, states were processed as they came in. Differential privacy requires everything be computed on at once
* required a lot more computing power

* initial implementation was by Dan Kiefer, who took a sabbatical
* expanded team to with Simson and others
* 2018 end to end test
* then got to move to AWS Elastic compute... but the monitoring wasn't good enough and had to create their own dashboard to track execution
* it wasn't a small amount of compute

* ... it wasn't well-received by the data users who thought there was too much error
If you avoid that, you might add bias to the data. How to avoid that? Let some data users get access to the measurement files [I don't follow]
More from Lea Kissner
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On press call, Zuckerberg says FB users "naturally engage more with sensational content" that comes close to violating its rules. Compares it to cable TV and tabloids, and says, "This seems to be true regardless of where we set our policy lines."
Zuckerberg says FB is in the process of setting up a "new independent body" that users will be able to appeal content takedowns to. Sort of like the "Facebook Supreme Court" idea he previewed earlier this year.
Zuckerberg: "One of my biggest lessons from this year is that when you connect more than 2 billion people, you’re going to see the good and bad of humanity."
This is how Facebook says it's trying to change the engagement pattern on its services. https://t.co/3p0PGc912o
[email protected] asks Zuckerberg if anyone is going to lose their job over the revelations in the NYT story. He dodges, says that personnel issues aren't a public matter, and that employee performance is evaluated all the time.
Zuckerberg says FB is in the process of setting up a "new independent body" that users will be able to appeal content takedowns to. Sort of like the "Facebook Supreme Court" idea he previewed earlier this year.
Zuckerberg: "One of my biggest lessons from this year is that when you connect more than 2 billion people, you’re going to see the good and bad of humanity."
This is how Facebook says it's trying to change the engagement pattern on its services. https://t.co/3p0PGc912o

[email protected] asks Zuckerberg if anyone is going to lose their job over the revelations in the NYT story. He dodges, says that personnel issues aren't a public matter, and that employee performance is evaluated all the time.
Next.js has taken the web dev world by storm
It’s the @reactjs framework devs rave about praising its power, flexibility, and dev experience
Don't feel like you're missing out!
Here's everything you need to know in 10 tweets
Let’s dive in 🧵
Next.js is a @reactjs framework from @vercel
It couples a great dev experience with an opinionated feature set to make it easy to spin up new performant, dynamic web apps
It's used by many high-profile teams like @hulu, @apple, @Nike, & more
https://t.co/whCdm5ytuk
@vercel @hulu @Apple @Nike The team at @vercel, formerly Zeit, originally and launched v1 of the framework on Oct 26, 2016 in the pursuit of universal JavaScript apps
Since then, the team & community has grown expotentially, including contributions from giants like @Google
https://t.co/xPPTOtHoKW
@vercel @hulu @Apple @Nike @Google In the #jamstack world, Next.js pulled a hefty 58.6% share of framework adoption in 2020
Compared to other popular @reactjs frameworks like Gatsby, which pulled in 12%
*The Next.js stats likely include some SSR, arguably not Jamstack
https://t.co/acNawfcM4z
@vercel @hulu @Apple @Nike @Google The easiest way to get started with a new Next.js app is with Create Next App
Simply run:
yarn create next-app
or
npx create-next-app
You can even start from a git-based template with the -e flag
yarn create next-app -e https://t.co/JMQ87gi1ue
https://t.co/rwKhp7zlys
It’s the @reactjs framework devs rave about praising its power, flexibility, and dev experience
Don't feel like you're missing out!
Here's everything you need to know in 10 tweets
Let’s dive in 🧵

Next.js is a @reactjs framework from @vercel
It couples a great dev experience with an opinionated feature set to make it easy to spin up new performant, dynamic web apps
It's used by many high-profile teams like @hulu, @apple, @Nike, & more
https://t.co/whCdm5ytuk

@vercel @hulu @Apple @Nike The team at @vercel, formerly Zeit, originally and launched v1 of the framework on Oct 26, 2016 in the pursuit of universal JavaScript apps
Since then, the team & community has grown expotentially, including contributions from giants like @Google
https://t.co/xPPTOtHoKW

@vercel @hulu @Apple @Nike @Google In the #jamstack world, Next.js pulled a hefty 58.6% share of framework adoption in 2020
Compared to other popular @reactjs frameworks like Gatsby, which pulled in 12%
*The Next.js stats likely include some SSR, arguably not Jamstack
https://t.co/acNawfcM4z

@vercel @hulu @Apple @Nike @Google The easiest way to get started with a new Next.js app is with Create Next App
Simply run:
yarn create next-app
or
npx create-next-app
You can even start from a git-based template with the -e flag
yarn create next-app -e https://t.co/JMQ87gi1ue
https://t.co/rwKhp7zlys
