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Here's another pretty incredible example of neural network potentials extrapolating outside their training data in a way I wouldn't expect. We were simulating an electrolyte with an NNP when this happened:

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Tim Duignan

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119,541 görüntüleme • 2 yıl önce •via X (Twitter)

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So I think I've found another pretty incredible example of the generalisability of neural network potentials: this is a problem I've been dreaming of tackling for a decade but never felt I had the the tools to get at until now: How do potassium ion channels work. 1/n These channels are ubiquitous throughout biology they carry potassium ions out of cells with incredible speed and selectivity and are critical for nerve functioning and neuronal firing etc. Despite this we still don't know basic things about them. In fact, debate has gone on for years in top journals about whether water is co-transported with potassium or not.
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So I think I've found another pretty incredible example of the generalisability of neural network potentials: this is a problem I've been dreaming of tackling for a decade but never felt I had the the tools to get at until now: How do potassium ion channels work. 1/n These channels are ubiquitous throughout biology they carry potassium ions out of cells with incredible speed and selectivity and are critical for nerve functioning and neuronal firing etc. Despite this we still don't know basic things about them. In fact, debate has gone on for years in top journals about whether water is co-transported with potassium or not.

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most of the time we use protodash for ultra-fast exploration + prototyping in the dashboard. here's an example—quickly throw together a listview with real data and the right components
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most of the time we use protodash for ultra-fast exploration + prototyping in the dashboard. here's an example—quickly throw together a listview with real data and the right components

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Lou Brock said this one time in spring training. Lefties will always lift up their big toe on a pick and stays grounded when he goes home. Here is an example.
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Lou Brock said this one time in spring training. Lefties will always lift up their big toe on a pick and stays grounded when he goes home. Here is an example.

Chris Snusz

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Good software is durable. Here's an quick example of what that means, at an interface level. In X, you can choose a custom emoji reaction. The popover looks like what I expect, but it does not work like I expect. I want to use the ‼ emoji, so the first thing I try is obviously '!'. No results. The sum of a million little papercuts like this means X feels like broken software, not well designed or made. Which is a shame, because it's a brilliant product and network.
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Good software is durable. Here's an quick example of what that means, at an interface level. In X, you can choose a custom emoji reaction. The popover looks like what I expect, but it does not work like I expect. I want to use the ‼ emoji, so the first thing I try is obviously '!'. No results. The sum of a million little papercuts like this means X feels like broken software, not well designed or made. Which is a shame, because it's a brilliant product and network.

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VIDEO | Ahmedabad plane crash: Here's what an eyewitness said: "I was at home when we heard a massive sound. When we went out to see what had happened, there was a layer of thick smoke in the air. When we came here, dead bodies and debris from the crashed aircraft were scattered all over." (Disclaimer: Disturbing visuals. Viewers discretion advised.) (Full video available on PTI Videos -
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VIDEO | Ahmedabad plane crash: Here's what an eyewitness said: "I was at home when we heard a massive sound. When we went out to see what had happened, there was a layer of thick smoke in the air. When we came here, dead bodies and debris from the crashed aircraft were scattered all over." (Disclaimer: Disturbing visuals. Viewers discretion advised.) (Full video available on PTI Videos -

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These two people were on their way to the courthouse to get married when some unforeseen circumstances got in their way. Looks like an accident happened. It just so happened a multiple role medic was available allowing the marriage to take place. Would you do this or would you wait until you could both walk into the courthouse. Is this true love!
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These two people were on their way to the courthouse to get married when some unforeseen circumstances got in their way. Looks like an accident happened. It just so happened a multiple role medic was available allowing the marriage to take place. Would you do this or would you wait until you could both walk into the courthouse. Is this true love!

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Imagine if this had happened in a residential area of any major capital; the media would be in an uproar. Yet, when it occurs in Lebanon, we are met with silence. Israeli Airstrikes an hour ago on Chiyah area, Beirut Suburbs.
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Imagine if this had happened in a residential area of any major capital; the media would be in an uproar. Yet, when it occurs in Lebanon, we are met with silence. Israeli Airstrikes an hour ago on Chiyah area, Beirut Suburbs.

Marwa Osman || مروة عثمان

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In Congo, when people die, relatives clothe, unclothe, and wash the body. During an Ebola outbreak, this spreads the disese like crazy. When an Ebola treatment center wouldn't hand over a body to relatives, they burned the place down. Africans like to do things their way.
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In Congo, when people die, relatives clothe, unclothe, and wash the body. During an Ebola outbreak, this spreads the disese like crazy. When an Ebola treatment center wouldn't hand over a body to relatives, they burned the place down. Africans like to do things their way.

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When I say we struck gold with VJ Edgecombe, I mean we struck 24 KARAT GOOOOOOOOLD What an incredible game with VJ hitting this game winner in OT. The kid is absolutely unbelievable. Clutch. Athletic. Mature. Star.
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When I say we struck gold with VJ Edgecombe, I mean we struck 24 KARAT GOOOOOOOOLD What an incredible game with VJ hitting this game winner in OT. The kid is absolutely unbelievable. Clutch. Athletic. Mature. Star.

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Yet another example of why Opta’s monopoly on football data needs ending The OFFICIAL OPTA ACCOUNT just claimed that this Madueke header came from a long throw So much money hinges on their decisions… and there’s no way to challenge them if we disagree
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Yet another example of why Opta’s monopoly on football data needs ending The OFFICIAL OPTA ACCOUNT just claimed that this Madueke header came from a long throw So much money hinges on their decisions… and there’s no way to challenge them if we disagree

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Here's my submission for this month's Agora Anin-challenge. I made this in my spare time over 3-4 weeks. All of the 2D effects (expect for the explosion) were animated using simple Maya geo. I had an absolute blast making this- Enjoy! #animation #Deadpool
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Here's my submission for this month's Agora Anin-challenge. I made this in my spare time over 3-4 weeks. All of the 2D effects (expect for the explosion) were animated using simple Maya geo. I had an absolute blast making this- Enjoy! #animation #Deadpool

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I love it when people flexing their firearms on social media accidently turns into something educational. Jaspreet Singh demonstrates the correct way to carry a licenced handgun in an OWB holster. Rule 32 of the Arms Rules, 2016 is very clear: a firearm must remain completely covered. That means even if it's in a holster, it should not be visible from the outside. In this example, he's using an oversized button-up shirt to conceal it. A jacket or coat works just as well.
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I love it when people flexing their firearms on social media accidently turns into something educational. Jaspreet Singh demonstrates the correct way to carry a licenced handgun in an OWB holster. Rule 32 of the Arms Rules, 2016 is very clear: a firearm must remain completely covered. That means even if it's in a holster, it should not be visible from the outside. In this example, he's using an oversized button-up shirt to conceal it. A jacket or coat works just as well.

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Here's an example of UAP movement that we've seen a number of times. This is in thermal (white hot) and was recorded at 2am. There is something about oscillation with certain classes of UAP. I've seen this behavior a few times in footage captured or received.
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Here's an example of UAP movement that we've seen a number of times. This is in thermal (white hot) and was recorded at 2am. There is something about oscillation with certain classes of UAP. I've seen this behavior a few times in footage captured or received.

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this scene is another perfect example of stage acting vs screen acting - i love love love the way they linger in this scene,, when on stage in comparison he flinches away after a second,, it moves much faster and you can’t sit in it like you can with this
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this scene is another perfect example of stage acting vs screen acting - i love love love the way they linger in this scene,, when on stage in comparison he flinches away after a second,, it moves much faster and you can’t sit in it like you can with this

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Our development team is breaking new ground in market prediction accuracy. Just two weeks ago we shared a video showcasing $YAI Oracle's training model with an accuracy rate of 0.6703. #Today marks another milestone as we proudly announce a significant leap in predictive precision with a remarkable 23.83% increase. Propelling the Oracle's prediction accuracy to an astounding high of 0.830. 1/
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Our development team is breaking new ground in market prediction accuracy. Just two weeks ago we shared a video showcasing $YAI Oracle's training model with an accuracy rate of 0.6703. #Today marks another milestone as we proudly announce a significant leap in predictive precision with a remarkable 23.83% increase. Propelling the Oracle's prediction accuracy to an astounding high of 0.830. 1/

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