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💥💥Q the Plan💥💥

It's time to spell out the plan.
What are we doing here?
What are we waiting for?
What is the

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Fran\xe7ois Chollet
François Chollet
@fchollet
Here's an overview of key adoption metrics for deep learning frameworks over 2020: downloads, developer surveys, job posts, scientific publications, Colab usage, Kaggle notebooks usage, GitHub data.

TensorFlow/Keras = #1 deep learning solution.


Note that we benchmark adoption vs Facebook's PyTorch because it is the only TF alternative that registers on the scale. Another option would have been sklearn, which has massive adoption, but it isn't really a TF alternative. In the future, I hope we can add JAX.

TensorFlow has seen 115M downloads in 2020, which nearly doubles its lifetime downloads. Note that this does *not* include downloads for all TF-adjacent packages, like tf-nightly, the old tensorflow-gpu, etc.


Also note that most of these downloads aren't from humans, but are automated downloads from CI systems (but none are from Google's systems, as Google doesn't use PyPI).

In a way, this metric reflects usage in production.

There were two worldwide developer surveys in 2020 that measured adoption of various frameworks: the one from StackOverflow, targeting all developers, and the one from Kaggle.
INTERNET
Donald Bullers
Donald Bullers
@DonaldBullers
The Internet is at a tipping point, here’s what you’ve probably never heard coming next.

Time for a thread 👇👇👇

1) Let’s start with the users…

Today over 50% of the world is on social media AND on average we each have 70-80 usernames and passwords.

Each of these accounts are owned and controlled by the platforms.

Recipe for disaster.


2) In 2021 American adults spend over 4 hours a day online - that is half a work day.

Time is our most valuable asset, did you realize you are giving this away for free?


3) The applications we use today are built on the foundation of ‘Free + Ads’.

You get free access.

They get YOUR account, YOUR data, YOUR screen time, YOUR community.

And the worst part? This can all be taken away at any moment.


4) So where do we go from here?

It starts with self-sovereign digital identities.

ONLY the user owns their identity data online without intervention from outside parties.

Available now at sites like:
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Dusk @ it's 2021
Dusk @ it's 2021
@nekoromancy
I am seeing a ton of confusion about protecting yourself on the Internet. So as a retired bastard genius kid, I wanted to share my own experiences and knowledge in this.

DOXXING, PERSONAL CYBERSECURITY, ANONYMITY for the average revolutionary. A thread:

If you're a regular user of huge Internet services like Amazon, Google, Twitter, Facebook, etc., as well as over the age of 18, it's wise to assume that your personally identifiable information IS attainable and IS out there. These services all collect and save info --

to varying degrees, and to varying levels of security. And this information is VALUABLE. Data breaches occur frequently, retroactively, and unknowingly, and the data from said breaches are circulated around and cached in all kinds of easy-to-access places online.

Why does this matter? A (simplified) hypothetical: while someone probably can't find your street address from just your Twitter bio, if your handle is the same as your e-mail, and that e-mail is in a publicly available data breach with a street address attached, you're screwed.

Usually when doxxing happens, a much more elaborate version of said case happens. Doxxing really comes down to investigating all of an individual's available info and digital footprints, and narrowing it down to a single identity.
INTERNET
GAVNet
GAVNet
@GAValueNetwork
Daily Bookmarks to GAVNet 01/16/2021
INTERNET
Surya Mattu
Surya Mattu
@suryamattu
We’ve spent the last ten months building #CitizenBrowser, a project that aims to peek inside the Black Box of social media algorithms, by building a nationwide panel to share data with us. Today, we are publishing our first story from the project. /1

.@corintxt crunched the numbers and found that after Facebook flipped the switch for political ads, partisan content elbowed out reputable news outlets in our panelists’ news feeds. https://t.co/Z0kibSBeQZ /2

You can learn more in our methodology, where we describe how we did this and what steps we took to ensure that we preserved the panelists' privacy. https://t.co/UYbTXAjy5i /3

Personally, this project is the culmination of years of experiments trying to figure out how to collect data from social media platforms in a way that can lead to meaningful reporting. I’ve described a couple of highlights below 👇 /4

My first attempt was in 2016 at Propublica, when I was working with @JuliaAngwin . We were interested in seeing if there was a difference in the Ad interests FB disclosed to users in their settings and the interests they showed to marketers. /5
INTERNET

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Henry George \u0646
Henry George ن
@intothefuture45
Thread: *Post-Liberal reading list*
1/ Religion and the Rise of Capitalism - R.H. Tawney
Unto This Last - John Ruskin
Liberty, Equality, Fraternity - James Fitzjames Stephen
The Great Transformation - Karl Polanyi
The Quest for Community - Robert Nisbet

2/ Family and Civilisation - Carle C. Zimmerman
Science, Politics and Gnosticism - Eric Voegelin
Liberty Before Liberalism - Quentin Skinner
The Great Debate - Yuval Levin
Lincoln and the Politics of Christian Love - Grant Havers
Where We Are - Roger Scruton

3/ The Humane Vision of Wendell Berry - Various
The Unsettling of America - Wendell Berry
Moral Matters - Mark Dooley
Red Tory - Phillip Blond
Blue Labour - Eds. Ian Geary and Adrian Pabst
Together for the Common Good - Eds. Nicholas Sagovsky & Peter McGrail

4/ The Politics of Virtue - John Milbank & Adrian Pabst
Localism in a Mass Age - Eds. Mark T. Mitchell & Jason Peters
The Antimodern Condition - Peter King
The Principle of Duty - David Selbourne
Nostalgia - Anthony Esolen
A Common Human Ground - Claes G. Ryn

5/ The Politics of Gratitude - Mark T. Mitchell
A Time to Build - Yuval Levin
Remaking One Nation - Nick Timothy
Despised - Paul Embery
Defending Identity - Natan Sharansky
Between Kin and Cosmopolis - Nigel Biggar
The Virtue of Nationalism - Yoram Hazony
CULTURE
\U0001d40d\U0001d41e\U0001d421\U0001d41a \U0001f1ee\U0001f1f3
𝐍𝐞𝐡𝐚 🇮🇳...
@Neh_hope_faith
THREAD: What is Golden Crescent and Golden Triangle and how it impacts India?

Golden Crescent region of South Asia - comprises of Afghanistan, Iran, and Pakistan - which is a principal global site for opium production and distribution.


Golden Triangle is the area where the borders of Thailand, Laos and Myanmar meet at the confluence of the Ruak and Mekong rivers. The Golden Triangle is called so because of the triangular shape formed by the locations of New Delhi, Agra and Rajasthan on a map.


India is wedged bw world’s 2 largest areas of illicit opium production, Golden Crescent & Golden Triangle, that has made Indian borders vulnerable to drug trafficking. It flows from 2 fronts, NW & NE, that possesses dual concern - violation of border & threat to national security

- Golden Crescent is world’s leading opium and cannabis producing region since 1983.

- Its proximity to Indo-Pak border has worsened the trafficking of hashish and heroin into Indian soil

- Trafficking happens through the border states of J&K, Punjab, Rajasthan and Gujarat.


- Golden Triangle is leading opium producing region of the South-east Asia, also an ancient narcotics supply route to North America & Europe.

- Myanmar-Northeast nexus is recognized by NCB as the root of heroin & chemical drugs

- Myanmar produces 80% of heroin produced in world
ALL
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KENYAN\U0001f1f0\U0001f1ea HISTORY\U0001f1f0\U0001f1ea
KENYAN🇰🇪 HISTORY🇰🇪...
@historykenya101
Have you ever wondered why the sons and daughters of the colonial chiefs and guards who were collaborators live a good life while those of the MAU MAU fighters live in abject poverty?

***THREAD***


It should be known that the colonialists reached a point that they knew they had 2 leave Kenya since they couldn't handle the Mau Mau war & the world was moving toward accepting independent Africa.However,the colonialists devised an evil scheme that still eats Kenya upto this day

Under this scheme, the colonial state came up with a plan that saw the first crop of chiefly “big men” being empowered financially to take their children to schools and eventually have those children go to England for further studies...

...and eventually providing a ready-made socio-economic & political class whom state power could be entrusted in the post-colonial era.This explains why their children & grandchildren still hold majority of important positions in govt or in the private sector supported by state.

This also explains why children and grandchildren of these homeguards are always given preferential treatment when it comes to government appointments. Wewe na masomo yako you are always asking why you can never get a job in government...yet you're qualified..now you know.
HISTORY
Nikita Poojary
Nikita Poojary
@niki_poojary
One of the most successful stock trader with special focus on cash stocks and who has a very creative mind to look out for opportunities in dark times

Covering one of the most unique set ups: Extended moves & Reversal plays

Time for a 🧵 to learn the above from @iManasArora

What qualifies for an extended move?

30-40% move in just 5-6 days is one example of extended move

How Manas used this info to book


Post that the plight of the


Example 2: Booking profits when the stock is extended from 10WMA

10WMA =


Another hack to identify extended move in a stock:

Too many green days!

Read
SCREENERS , A SCREENER
Brian Cates
Brian Cates
@drawandstrike
A lot of people don't understand that Trump & his incoming team didn't face a normal transition period, like it was over a in a matter of a few weeks or months.

The DOJ transition period JUST ENDED when Sessions left. Almost 2 exact years to get it there.

Pompeo at the CIA took over a year before he was done and ready to shift over to the State Department.

All kinds of stuff has been going on behind the scenes nobody leaks or talks about.

We only had the barest mention of the fact the Clinton Email investigation restarted

Nobody leaked in a year that Huber was deep diving into the Clinton Foundation.
Keep that in mind as all the usual suspects continue to INSIST nothing is happening/going to happen.
POLITICS