Breaking News | Jan. 20, 2024

Summary

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Highlights

Proposed a new deep learning architecture called Transformers that has become highly influential in natural language processing

Transformers use an attention mechanism to draw global dependencies between input and output, eliminating recurrence and convolutions

The Transformer model obtains state-of-the-art results on translation tasks and outperforms recurrent neural networks

Transformers are more parallelizable and require significantly less time to train than recurrent neural networks

Proposed modifications to Transformers like adding learned positional encodings to make the model order-aware

The Transformer attention mechanism draws global dependencies between all words in a sentence regardless of position

Transformers have enabled breakthrough results in many natural language tasks including parsing, question answering, and summarization

Transformers are now the dominant deep learning architecture for natural language processing applications

The Transformer architecture has also been applied successfully to computer vision and speech recognition tasks

Variants of Transformers like BERT, GPT-2, and GPT-3 have driven rapid progress in language model capabilities

Transformers enable modeling of long-range dependencies in sequences which was challenging for prior RNN models

The self-attention mechanism in Transformers resolves the vanishing gradient problem faced by RNNs

Transformers are more parallelizable than RNNs, allowing them to leverage GPUs and TPUs for faster training

The Transformer paper has over 70,000 citations, highlighting its massive influence in deep learning

Transformers represent a key breakthrough in deep learning that advanced the state-of-the-art across NLP tasks

Transcripts

Hi everyone, this is Amir Tsarfati. I'm live from home, from Galilee.

It's about to get dark here.

Let me see if I can give you the other side.

There you go.

See?

The valley.

This is the Armageddon Valley.

Right there.

And…

I want to update you about some very, very important things that took place in the last 24 hours.

So first, let me greet everyone that is joining us right now.

And let me see where you guys are from.

Louisiana is in the house, I see.

Who else is watching?

Let me see in the comments.

I'm on Facebook Live right now.

So YouTube, forgive me, it's going to be uploaded a few minutes later.

New Mexico, New Jersey is in the house.

Colorado is in the house.

People from Indiana.

Michigan is in the house.

Where else?

Virginia, West Virginia is in the house.

Florida is in the house.

Arkansas in the house.

Where else?

Malaysia. Wow. Hi there.

Georgia, great.

So folks, just...

an update on very important things that took place in the last few hours.

And…

you know, if you're following me on Telegram,

and I cannot stress it out more than I already did:

Every other platform is censoring me.

I don't know if you know, but I just told everyone on social media,

I was able to announce that I'm deplatformed from Wikipedia.

Ever since October 7,

people were watching my videos, and they plotted how, how can they shut my mouth.

I mean, they cannot touch Telegram so

they went to the easiest thing, which is complaining to Wikipedia that

my page there is biased, something like that.

It's a baloney because there is nothing there.

In fact, I was approved by Wikipedia.

But they came up with some stuff.

And you know, there, there's many more on that camp that wants to silence me

than, you know, others.

And so eventually, I was taken down from Wikipedia,

which, you know, I don't care much, because

again, it was just a page, and we barely touched it.

But… and but that's the beginning.

It's the canary in the coal mine, you know.

But never mind. Listen, what I want you to know is this.

Yesterday… I’ll start with what happened yesterday.

And then I'll continue with what happened today.

Yesterday,

twice, there were UAVs that Hezbollah sent that were successfully intercepted.

But what you may not know is that

they were aiming at strategic and sensitive locations that are game changer,

if they would have been destroyed.

Let's put it this way. And I wrote it yesterday on Telegram

and I'm telling you now

if Hezbollah mission yesterday would have been successful Beirut wouldn't be standing here even today.

So it was that bad.

But now, fast forward to today,

Israel eliminated from the air about ten members of the Iranian Revolutionary Guard Corps in Damascus,

in the most protected neighborhood el-Mezze in Damascus.

It's a village within the city which is where all the top officials live.

It's extremely difficult to penetrate through all the…

all the security levels and filters over there.

And we managed to destroy a building where the leader of the intelligence of Iranian Revolutionary Guards,

the intelligence in Syria

which means he's an Iranian general that was on Syrian soil

coordinating everything on behalf of Iran.

He was killed, his deputy was killed,

all of the entourage was killed. So far it's 10 people, 10 bodies.

And minutes later, we eliminated other people in Lebanon, north of the city of Tyre,

where we killed actually the Iranian or the Hezbollah liaison between Iran and Hamas in Lebanon.

So we're talking about

a retaliatory action to what yesterday almost took place.

A couple days ago, Hamas leader in the diaspora, his name is Khaled Meshaal, was interviewed

and he was asked about a two-state solution.

And you know what he said?

He said,

“We may have to accept a two-state solution just as a way to survive, but…”

— and look what he said —

“…we, Hamas, do not support a two-state solution.

We believe that everything…”

— now watch what he said —

“… everything…”

— and I’m now quoting him—

“…from Ras Al-Naqoura to Umm Al-Rashrash is ours.”

Now, for those of you who may not know what I just said,

Ras Al-Naqoura in Arabic is Rosh HaNikra in Hebrew,

this is the Lebanese Israeli border on the Mediterranean.

And Umm Al-Rashrash is Eilat on the Red Sea

which is basically him saying,

“Some say it's ‘from the river to the sea’ which is from the east to the west,

I’m saying it's from Ras Al-Naqoura to Umm Al-Rashrash which is from the north to the south,

the entire place is ours.”

They don't hide it.

They say it.

People don't want to listen to it.

For the last 20 years they've been saying it and nobody wanted to listen to it.

And then October 7th came and they proved that what they say is what they mean.

And believe it or not,

secretary of state Blinken continues to basically work on a two-state solution, on a Palestinian state solution

and he is telling the Saudis that that's what they need to demand if they want to normalize relations with Israel.

And trust me, the last thing the Saudis want is to take care of the Palestinians.

Nobody, nobody wants to take care of them.

Egypt built a wall that is much higher than they had before just so no Palestinian will come in.

Jordan is deploying his army along the Jordan river so no Palestinian will cross.

No Arab country is taking the Palestinians and they don't care about them.

So it's the progressive liberals in the democratic party in America

that continue to push for a solution that no one wants,

neither in Israel nor even the Hamas.

So uh, it's very interesting to see all of that.

But again, what you need to understand, folks, it's very important,

Israel stepped up its game with eliminating Iranian influential figures around us.

I want you to know that

This guy that we killed today in the suburb of Damascus is someone also gave America a lot of headaches.

He coordinated all the attacks on the US bases in Syria.

And… so,

in a way Israel is helping America and America is helping Israel when it comes to the battlefield,

but it has to be very clear:

there is zero support for a Palestinian state among Israelis.

And there is even zero support for that among the Palestinians.

Look, if the Palestinians are so pro-Hamas, and Hamas says, we do not support a two-state solution,

why don't anyone listen?

And he made it very clear,

“We don't want it from the river to the sea only,

we want it from the Lebanese border to the Egyptian border.

So make no mistake,

the chunk of land we want is everything Israel is today,

everything, including Haifa and Tel Aviv,

including Ashkelon and Ashdod,

including Beersheba, everything.”

So, why don't we listen?

You know, the Israelis already began to listen to what Hamas says,

because everything they practiced on and said before, they did.

So when they say that they want to eliminate us as a country,

it's not about Gaza, it's not about the West Bank.

They want Israel to be completely wiped out.

So...

And it's very interesting because

I think it's the Foreign Minister of Great Britain in 1947, who already indicated that

the problem of the Middle East is unsolvable

because one side wants to live in peace next to the other, while the other wants to live instead of the other.

What they saw in 1947 is what we see even today.

And remember, in 1947, we didn't have the West Bank or Gaza,

we did not “control” the Palestinians, as some love to say.

Our very existence is their problem,

and we better smell the coffee and wake up and understand that it's either them or us.

Because as long as right next to us, there's people who are diligently working to plot to destroy us,

it's never going to work.

And just so you know, I'm posting every single day, more and more Israeli discoveries in Gaza.

We...

Let me put it this way.

Two thirds of the mosques in Gaza so far were actually terror houses.

Two thirds of the schools, hospitals, clinics, playgrounds…it’s…

We find 100 times more weapons, infrastructures, shafts and tunnels,

100 times more than we thought they had.

Everything they did in the last 20 years, everything,

hundreds of millions of dollars were poured on one thing

–to destroy Israel.

That's it.

Nothing else.

And they're still being praised and supported by the majority of the Palestinians.

So this is who we have around us.

And it will not happen.

Read your Bible.

I don't see a Palestinian state there, do you?

I don't.

I see Israel coming back to the land that God promised.

He's the one who will bring us back.

He's the one who will sustain us, protect us, fight for us,

deliver us from multiple problems.

This war is not over.

It hasn't even started yet.

And it's not going to be the last war.

But God is still on the throne.

The Bible is still the only thing that is true and accurate and reliable.

And we better stand on that ground.

Everything else is a lie and deception.

And I'm telling you, folks,

if you zoom out, zoom out a little bit…

I even posted on Telegram today.

NATO is telling countries, prepare for World War Three.

Sweden just told its people, “Get ready. There's a war coming with Russia.”

Almost a war between a nuclear power such as Pakistan and Iran.

We have Iraq is summoning its ambassador from Iran.

We have Syria,

we have Yemen,

almost all maritime, you know, traffic through the Red Sea has stopped.

Egypt is bleeding.

The Egyptians are charging anything from $400,000 to $700,000 per ship to cross the Suez Canal.

Nothing is crossing.

They're losing so much.

Folks. It's already a mini-World War.

It's only going to get bigger and bigger as the American administration is weaker and paralyzed because of the elections.

So I'm telling you,

2024 is going to be the most challenging year ever.

But it's beautiful if you really think about it.

It's beautiful because we don't trust horses or chariots,

we trust in the name of the Lord.

And that's all we need to do.

So you're going to hear a lot of stuff going on in the next few days.

Israel is now training.

We have exercises along the Lebanese border

because we know we already gave the Lebanese an ultimatum that

by the end of January, if we don't find some sort of diplomatic solution that will push Hezbollah away from our border,

we're going to have to go to a war.

All the Israeli soldiers are ready.

Many of them who have been released were already called in the next few months back.

It's not a matter of if, it's a matter of when.

The Minister of Defense of Israel just announced that

he told his officers don't plan on vacations this coming summer

because a war in the north is not during the winter, it’s normally during the summer.

So, folks, listen, first of all, this is the situation…