BRN Discussion Ongoing

cosors

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In 2019 Arpan Pal the head of the research group at Tata Consulting Services that has been researching AKD1000 published an interesting paper titled ‘Using Ai on IoT Sensor Data for predicting health of man and machine.’

Dr. Arpan Pal will be presenting on the following topics at the 30th IEEE International Conference on Image Processing in Kuala Lumpur on 8-11 October:

"IES #5
Title: Low Power Image Processing on Constrained Devices Using Tiny ML and Neuromorphic Approach
Speaker: Arpan Pal, TCS Research, Tata Consultancy Services, India
Abstract: More and more of IoT based intelligent systems demand embedding the analytics and AI on the edge device. This is driven by the needs of low latency, network unavailability/unreliability and a need for inherent privacy/security. However, edge devices are usually constrained in terms of compute, memory and power which poses challenges for such deployments.

In this presentation we will first introduce a Tiny Edge Wizard that can take large Deep Neural Network models and try to reduce their size / improve their latency automatically using an innovative integrated approach that uses both reduction using pruning using Lottery Ticket Hypothesis (LTH) [1] and synthesis using Neural Architecture Search (NAS) [2]. The automation helps in reducing development time, helps reducing over-parameterised models and minimises the human-expert time. We will take example use cases of medical image processing and manufacturing shop-floor inspection to demonstrate the efficacy of our proposed system.

Next we will introduce Neuromorphic Computing and Spiking Neural Networks (SNN) as a means towards ultra-low power intelligent processing at edge. We cover design and implementation of both efficient spike encoders and spiking neural models on neuromorphic chipsets. We will present application use cases around gesture recognition for human-robot interaction [3] and lossless image compression onboard nano satellites [4] and present some interesting results.

Finally we will conclude with technology trends we see in this area that also relates to sustainable analytics to negate the ever-increasing energy consumption trends in computation." Hear ye!
https://2023.ieeeicip.org/industry-expert-sessions/



@Frangipani ;)
(Even though the article [3] probably refers to IBM)
[3] Arun M. George, Dighanchal Banerjee, Sounak Dey, Arijit Mukherjee and P. Balamurali, “A Reservoir-based Convolutional Spiking Neural Network for Gesture Recognition from DVS Input,” International Joint Conference on Neural Networks (IJCNN), 2020
[4] Sayan Kahali, Sounak Dey, Chetan S. Kadway, Arijit Mukherjee, Arpan Pal and Manan Suri, “
Low-Power Lossless Image Compression on Small Satellite Edge Using Spiking Neural Network,” International Joint Conference on Neural Networks (IJCNN), 2023


I remember
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here also Dr. Arpan Pal 👆
https://thestockexchange.com.au/threads/brn-discussion-ongoing.1/post-371567
 
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cosors

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If we join the dots closely enough it becomes a straight line that points in one direction. :eek:🤣
 
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Bravo

If ARM was an arm, BRN would be its biceps💪!
Screen Shot 2023-10-02 at 10.35.50 pm.png
 
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Gies

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cosors

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Recently released Aug paper where the heading caught my eye given today's awesome discovery shared by @Learning

Unfortunately, they used Loihi 2 v CNN Xlinx but I found the statements at the end of the abstract further validation of neuromorphic and interest via the space industry.

Akida, right place, right time hopefully with players like ANT61, EDGX, Intellisense etc.



Energy-Efficient On-Board Radio Resource Management for Satellite Communications via Neuromorphic Computing​


The latest satellite communication (SatCom) missions are characterized by a fully reconfigurable on-board software-defined payload, capable of adapting radio resources to the temporal and spatial variations of the system traffic. As pure optimization-based solutions have shown to be computationally tedious and to lack flexibility, machine learning (ML)-based methods have emerged as promising alternatives. We investigate the application of energy-efficient brain-inspired ML models for on-board radio resource management. Apart from software simulation, we report extensive experimental results leveraging the recently released Intel Loihi 2 chip. To benchmark the performance of the proposed model, we implement conventional convolutional neural networks (CNN) on a Xilinx Versal VCK5000, and provide a detailed comparison of accuracy, precision, recall, and energy efficiency for different traffic demands. Most notably, for relevant workloads, spiking neural networks (SNNs) implemented on Loihi 2 yield higher accuracy, while reducing power consumption by more than 100× as compared to the CNN-based reference platform. Our findings point to the significant potential of neuromorphic computing and SNNs in supporting on-board SatCom operations, paving the way for enhanced efficiency and sustainability in future SatCom systems.
 
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I see our newly found friends are presenting on their EDGX-1 in a couple of days at an ESA conference :)

Can't get the presso materials as locked at the mo :(

Hope they crush the presso...must have some confidence in it you'd think :love:



Screenshot_2023-10-02-21-21-30-02_4641ebc0df1485bf6b47ebd018b5ee76.jpg
 
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I see our newly found friends are presenting on their EDGX-1 in a couple of days at an ESA conference :)

Can't get the presso materials as locked at the mo :(

Hope they crush the presso...must have some confidence in it you'd think :love:



View attachment 46124
EDGX definitely getting amongst it.

After the ESA conference they are moving on to the below as an exhibitor.



Space Tech Expo Europe

14 – 16 November 2023 // Bremen, Germany​


EXHIBITOR LIST 2023​


Booth Number: K41​

Contact​

Website
Address:
Groeneweg 17,
Aalst,
Belgium,
9320.


EDGX​

Logo

EDGX is a belgian spacetech startup pioneering the next generation of onboard AI technologies for space. We envision a future where intelligent space system bring huge economical and societal benefits for man and machine here on earth.

Categories: Design / Engineering Services || Research || Subsystem / Systems Supplier
 
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View attachment 46088

While it is not my intention to kick off a discussion on COVID-19 vaccines here in this thread, I don’t want to let your comment go unchallenged.

For my part, I salute Nandan for spreading the word that updated COVID-19 vaccines are now available, and took the creative liberty to tweak the title of his recent AI HARDWARE AND EDGE SUMMIT 2023 talk (“The Edge of Tomorrow: Intelligent Compute to scale AIoT”) into something I am positive he would subscribe to:

“Cutting-Edge Medicine of Tomorrow: Intelligent Technology to like AIoT”

In about an hour, the 2023 Nobel Prize in Physiology or Medicine will be announced. In my eyes, it is only a question of time before Hungarian-American biochemist Dr. Katalin Karikó will be awarded this coveted recognition for her pioneering and groundbreaking work in developing mRNA technology, which has not only revolutionised vaccine development since 2020 but is also proving to become a game-changer in cancer treatment.

IMO, the current stock market totally underestimates mRNA technology’s revolutionary potential, just like it does with neuromorphic computing & engineering.

(Those of you who disagree with me on the above, feel free to think of BRN only, when reading the following paragraph, sprinkled with a couple of Tom Cruise allusions à la Nandan. Apologies for it being about the lucre only - it is solely the lack of movie titles around “beneficial to humanity” that is to blame…).

A lot of punters are having their Eyes Wide Shut. Hence it is Mission: Impossible for them to see The Color of Money in the long run. What a Risky Business! They may be laughing at the Minority Report Knight and Day, but they will soon be Losin’ It and sink into Oblivion! The Days of Thunder (and heavy Rain, man!) are not Far and Away for them. Legend are The Outsiders (A Few Good Men and women) who do All The Right Moves and will soon enjoy their Magnolia Cocktail under a Vanilla Sky.
"IMO, the current stock market totally underestimates mRNA technology’s revolutionary potential"
Oh it's certainly a money spinner, I don't think anyone would argue that point 😉

I agree, that in things I've seen, it does have great potential, in some areas, where current medicine isn't cutting the mustard.


Living in one of the most mRNA vaccinated countries in the World, I don't think I would find many, that would agree with the extremely small amount of information, that I know on the subject..

Are you aware though, that we also have some of the greatest excess deaths (above the mean) in Australia, which is over 9000 people, for the first 30 weeks of this year?
And that's not from respiratory illnesses..
Of course there is no direct provable correlation..
Hmm what's different in the World (excess deaths seeming to be high in countries with high mRNA vax rates)..

Just a curiosity I guess 🤔..

I would say that's been getting a lot of airtime in the mainstream media aye? 😉

I mean, imagine if there were 9000 deaths above the mean "so far" this year, on the roads..


Do you agree with giving the largely untested (well it's still in progress anyway) mRNA vaccine, to people who are not in a compromised health position?
Say like kids.. That it was shown early on were little affected by the virus?..

Oh but that's to protect the vulnerable right?

Even though the drug companies didn't test whether the mRNA vaccines reduced transmissibility of the virus (which it was later found that it didn't).
It was known very early in the piece, that the virus only seriously affected very few (the vunerable).

In fact most were little affected, remember the ads?
"I just had a runny nose"
"I had a sore throat"
"Hey, I can't smell my coffee!"
"We all had Covid"..
It's true, that in various cases, that we don't "know" who the vunerable are..

So just give it to everyone, just to play safe right?
But then what about all these excess deaths 🤔..

I guess just giving it to everyone, does do one thing though, doesn't it.
Which brings my overly long post, back to it's beginning..

There are those that would call some of the information out there "mis-information" others call it the "missing-information"..


"I'm guilty as charged officer 😔"

20231002_234135.jpg


For lack of a better term, any "hate" mail heckling or mocking, to my inbox please 📩
 
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"IMO, the current stock market totally underestimates mRNA technology’s revolutionary potential"
Oh it's certainly a money spinner, I don't think anyone would argue that point 😉

I agree, that in things I've seen, it does have great potential, in some areas, where current medicine isn't cutting the mustard.


Living in one of the most mRNA vaccinated countries in the World, I don't think I would find many, that would agree with the extremely small amount of information, that I know on the subject..

Are you aware though, that we also have some of the greatest excess deaths (above the mean) in Australia, which is over 9000 people, for the first 30 weeks of this year?
And that's not from respiratory illnesses..
Of course there is no direct provable correlation..
Hmm what's different in the World (excess deaths seeming to be high in countries with high mRNA vax rates)..

Just a curiosity I guess 🤔..

I would say that's been getting a lot of airtime in the mainstream media aye? 😉

I mean, imagine if there were 9000 deaths above the mean "so far" this year, on the roads..


Do you agree with giving the largely untested (well it's still in progress anyway) mRNA vaccine, to people who are not in a compromised health position?
Say like kids.. That it was shown early on were little affected by the virus?..

Oh but that's to protect the vulnerable right?

Even though the drug companies didn't test whether the mRNA vaccines reduced transmissibility of the virus (which it was later found that it didn't).
It was known very early in the piece, that the virus only seriously affected very few (the vunerable).

In fact most were little affected, remember the ads?
"I just had a runny nose"
"I had a sore throat"
"Hey, I can't smell my coffee!"
"We all had Covid"..
It's true, that in various cases, that we don't "know" who the vunerable are..

So just give it to everyone, just to play safe right?
But then what about all these excess deaths 🤔..

I guess just giving it to everyone, does do one thing though, doesn't it.
Which brings my overly long post, back to it's beginning..

There are those that would call some of the information out there "mis-information" others call it the "missing-information"..


"I'm guilty as charged officer 😔"

View attachment 46125
I really don't want to start an off-topic discussion as discussions/views regarding covid vaccines (and mrna technology especially) are even more heated than BRN's stock price ;)

But I think it often happens that anger about government measures/vaccination recommendations etc. (righteous or not) gets mixed up with knowledge/opinion about the technology (mRNA). I think a litte bit more differentiation would be a good thing sometimes.
 
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Markus has mentioned many times the decoupling of hardware and software:

View attachment 46099


So a question to those who know more than me:
What is the AKIDA IP that we are selling? Is it software? I'm curious.
In one of the early Mercedes BrainChip related releases, they said they had developed "hardware and software solutions" with AKIDA.
 
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Tothemoon24

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I skimmed it and these guys look like they know their sheet..
And they are bagging AKIDA, in a sense, lumping us with TrueNorth and Loihi 2..

View attachment 46025

What they're doing is "Open source" WTF is their game?..

I'd like to know what Diogenese thinks too and Peter, on this one..

IMG_7619.jpeg


@DingoBorat I received a reply from RT .

Happy days !
 
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Deadpool

hyper-efficient Ai
Awesome ( I think we maybe on to something here:D)

A Neuromorphic Deep Dive into Next-Gen Edge AI Solutions with Edge Impulse and BrainChip

 
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Damo4

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Already known but:
 
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IloveLamp

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The Pixel line has been through several design iterations, with the current hardware deriving from the Pixel 6. Yet the real change has been Google switching away from the various Qualcomm Snapdragon system-on-chips to its own design. The Tensor chipset has been tailored away from outright performance towards supporting computational routines - notably for AI and Machine Learning - to happen on the device rather than be passed over to the cloud.

The use of hardware to improve AI and ML; a consistent approach across first- and second-party apps from Google and the individual manufacturers; and a long window of support and security updates. The Pixel 8 and Pixel 8 Pro will be seen as consumer-focused machines, but the long-term value is in crystallising Google’s view of mobility across the Android ecosystem.
 
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IloveLamp

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Well................I'd say this is excellent news


Tenstorrent, the company that makes and licenses AI and RISC-V chips and technologies, has announced that it has chosen Samsung Foundry to make its next-generation AI chiplets. The company's upcoming AI chiplets will be made using Samsung's advanced 4nm semiconductor fabrication process.

The Canada-based firm designs powerful RISC-V and AI chips for automotive, data centers, and robotics. Tenstorrent's chiplets are designed to offer scalable power from milliwatts to megawatts so that they can be used in a wide range of applications.
To ensure cutting-edge and highest-quality silicon manufacturing, Tenstorrent has decided to use Samsung Foundry's SF4X (fourth-generation 4nm) process. The chips will be made in Samsung's new chip plant in Taylor, Texas, in the US.
Screenshot_20231003_071537_LinkedIn.jpg
[/URL]
 
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