Deconstructing AH’s ‘bot’ list - A Thread 🤖
#JusticeForJohnnyDepp
#AmberHeardIsALiar

First things first here’s Amber’s first claim of ‘bots’ included in her Counterclaim (Aug 2020)

“Smear and harass Ms.Heard while simultaneously promoting and praising Mr Depp’s agent and attorney, Adam Waldman.” - This part is specifically important.
There’s 209 accounts listed so I broke them up into 7 groups:
• No Longer exists
• No Connection at all
• P*rn accounts
• Depp Fan accounts
• Only 1 tweet with any link
• Other
• and finally @adam_waldman 🤣
Side note - When I searched the accounts that didn’t obviously show JD tweets (eg fan accs) I searched with the words/#’s
#JusticeForJohnnyDepp, Justice, Johnny, Depp, Amber and Heard

I used all the most commonly used terms with this case so it would throw up anything connected
I can’t search what people have Retweeted but on accounts where there were no tweets to be found, I scrolled back through their profiles for a while to make sure I wasn’t missing anything.
1️⃣ No Longer Exists - 46 Accounts

Pretty self explanatory they just aren’t there anymore.
2️⃣ No Connection at all - 14 Accounts

This included accounts with:
Only a few tweets, none that were relevant.
Accounts who tweet about other Johnny’s or Amber’s but not JD or AH.
A Movie update sort of account (had posted positively about Aquafish) and
Political accounts.
3️⃣ P*rn/ Adult content - 16 Accounts

My eyeballs need a cleansing. That’s all I have to say about these 😬😂
4️⃣ Depp Fans - 107 Accounts

All of these are basically supporter/ Fan accounts.
They tweet about things other than the case (both JD and general life.)
They’ve posted selfies/ photos of their children things like that.
They interact with other accounts frequently.
They post concerts/ events photos they’ve taken.
They post photos of merch, new DVDs etc.

Not every account is a typical ‘Stan’ account in this section but basically they are all very obviously human and the common theme is they all just want Justice for Johnny. No bots here.
5️⃣ Only 1 Tweet with any link - 17 Accounts

These tweets included simple #JusticeForJohnnyDepp tweets- no malice involved,
A tweet about Pirates of the Caribbean,
A tweet defending AH
and accounts with one singular RT.
I also found that this tweet was the only RT with any connection to JD/ AH on 10 of those accounts. Many of them were also created in Aug 2020 (I only clicked onto this half way through so didn’t check them all) which is at the time of/ after Amber’s filing.

Coincidental? 🤫😂
6️⃣ Other - 8 Accounts

Basically the other random accounts I found these included:

Private accounts (she wouldn’t see their tweets unless she followed.)
Accounts with minimal tweets but a few of those relating to the case (most I found on one account was 3 tweets.)
Accounts who aren’t fan accs but have the occasional tweet about Johnny from before he even left Amber.
And one account who tweeted about Lily-Rose once in 2012... 😅
And finally 7️⃣ @adam_waldman’s Account

There’s no comment for this really other than the fact he is very clearly human and not bot 😂
After searching a whole 209 accounts I didn’t find one single account that had tweets that would back her claim. Some accounts with no connection clearly match something in the algorithm they used to make this list but it’s not JD/ AH related, I think that might be why there’s...
a few political accounts in there too.

Not one of those 209 accounts were used to “Smear and harass Ms.Heard while simultaneously promoting and praising Mr Depp’s agent and attorney, Adam Waldman.” And it wasn’t hard to disprove either.
I think Amber just needs to accept that people are real and they just do not like her. She’s not the victim of some smear campaign she’s merely facing consequences for her actions.
What a waste of court time 🔥 #AmberHeardisALiar
Johnny Depp has the support because he’s innocent. End of thread. ❤️ #JusticeForJohnnyDepp

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THREAD: How is it possible to train a well-performing, advanced Computer Vision model 𝗼𝗻 𝘁𝗵𝗲 𝗖𝗣𝗨? 🤔

At the heart of this lies the most important technique in modern deep learning - transfer learning.

Let's analyze how it


2/ For starters, let's look at what a neural network (NN for short) does.

An NN is like a stack of pancakes, with computation flowing up when we make predictions.

How does it all work?


3/ We show an image to our model.

An image is a collection of pixels. Each pixel is just a bunch of numbers describing its color.

Here is what it might look like for a black and white image


4/ The picture goes into the layer at the bottom.

Each layer performs computation on the image, transforming it and passing it upwards.


5/ By the time the image reaches the uppermost layer, it has been transformed to the point that it now consists of two numbers only.

The outputs of a layer are called activations, and the outputs of the last layer have a special meaning... they are the predictions!

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Хајде да направимо мали осврт на случај Мика Алексић .

Алексић је жртва енглеске освете преко Оливере Иванчић .
Мика је одбио да снима филм о блаћењу Срба и мењању историје Срба , иза целокупног пројекта стоји дипломатски кор Британаца у Београду и Оливера Иванчић


Оливера Илинчић је иначе мајка једне од његових ученица .
Која је претила да ће се осветити .

Мика се налази у притвору због наводних оптужби глумице Милене Радуловић да ју је наводно силовао човек од 70 година , са три бајпаса и извађеном простатом пре пет година

Иста персона је и обезбедила финансије за филм преко Беча а филм је требао да се бави животом Десанке Максимовић .
А сетите се и ко је иницирао да се Десанка Максимовић избаци из уџбеника и школства у Србији .

И тако уместо романсиране верзије Десанке Максимовић утицај Британаца

У Србији стави на пиједестал и да се Британци у Србији позитивно афирмишу како би се на тај начин усмерила будућност али и мењао ток историје .
Зато Мика са гнушањем и поносно одбија да снима такав филм тада и почиње хајка и претње која потиче из британских дипломатских кругова

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Нашта им је Мика рекао да је он свој живот проживео и да могу да му раде шта хоће и силно их извређао
"I really want to break into Product Management"

make products.

"If only someone would tell me how I can get a startup to notice me."

Make Products.

"I guess it's impossible and I'll never break into the industry."

MAKE PRODUCTS.

Courtesy of @edbrisson's wonderful thread on breaking into comics –
https://t.co/TgNblNSCBj – here is why the same applies to Product Management, too.


There is no better way of learning the craft of product, or proving your potential to employers, than just doing it.

You do not need anybody's permission. We don't have diplomas, nor doctorates. We can barely agree on a single standard of what a Product Manager is supposed to do.

But – there is at least one blindingly obvious industry consensus – a Product Manager makes Products.

And they don't need to be kept at the exact right temperature, given endless resource, or carefully protected in order to do this.

They find their own way.