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Foxdog

Regular
yeah... nah.... not really going to work. You can do weird things with infinity and zero, but not everything.😖🤯
TGIF:)
Was worth having a crack at it tho 😂
 
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Steve10

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Finally... proof that ChatGPT has surpassed human (well, at least some) intelligence.

View attachment 26344

It can write code for trading bots in pine script which can be loaded into tradingview. I had it write code for a BRN trading bot . 75% profitable & 3.632 profit factor for BRN.
 
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Looks like the only use of NASA is their dataset for failed bearings to see if the AI model can predict the failures.


6. Evaluation on time series data​

In the previous sections, we focused on image data. Visual anomaly detection is an important task with many real-world applications in quality control and product safety. In addition, the visual nature of the data made it easier to intuitively understand the behavior of our model. There are however also many use cases where the input data is in the form of a time series. In this section, we show how our method can also be applied to this domain.

We experimented with the NASA Intelligent Maintenance Systems (IMS) bearing dataset [93]. It was collected on a test rig which consists of an electric motor that drives a shaft mounted with 4 double row Rexnord ZA-2115 bearings. For each bearing, accelerometer data was collected at a rate of 20 kHz. The entire lifetime of the bearing is recorded and the task is to detect when the bearing starts to degrade and ultimately fails. The dataset consists of three experiments with four failed bearings in total.

We applied our model in an online fashion to this dataset. Every sample is passed through the model which returns an anomaly score and updates its internal memory. We first transformed the data from the time domain to the frequency domain by applying a Fast Fourier Transform (FFT) to every window of 1 s (20.000 samples). The resulting 10.000 components are then passed through our random sparse anomaly detection model with two layers of 1000 neurons each and a sparsity rate of 90%. The model uses a learning rate of 0.05. To decide when to flag an input window as anomalous, we need to compare the returned anomaly score with a predefined threshold. For this, we calculated the mean (μ) and standard deviation (σ) of the predicted anomaly score of the first 10% of the dataset and set the threshold to (μ+5σ). The intuition behind this is that in the first part of the experiment, the bearing is still in a healthy state. We discard the first 100 predictions in this threshold calculation since the model returns a very high anomaly score for these samples as it is still learning to model the data. Table 8 shows the earliest detected anomalous samples for the four failed bearings, for different state-of-the-art methods. Our approach with sparse random neural networks performs similar or even sometimes slightly better than the existing approaches. A benefit of our approach however is that it does not require a separate training stage as it is trained in an online fashion.
Just brilliant. Many thanks.

Brainchip-Peter van der Made published performance figures for AKIDA processing a bearing fault data set. Pretty sure it ended up on website under automotive vibration monitoring and my vague memory was a state of the art 99% but will need to check.

My opinion only DYOR
FF

AKIDA BALLISTA
 
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Jumpchooks

Regular
1673001689512.png
 
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TopCat

Regular
From what I can tell this project closed to submissions a year ago this week. Do they ever announce who was successful?




Army SBIR 21.4 Topic Index



A214-051 Asynchronous Neuromorphic Digital Readout Circuit for Infrared Cameras for Autonomous Target Acquisition and Autonomous Vehicles





A214-051

TITLE: Asynchronous Neuromorphic Digital Readout Circuit for Infrared Cameras for Autonomous Target Acquisition and Autonomous Vehicles

OBJECTIVE:

Most military scenarios consist of highly cluttered and dynamic scenes. Asynchronous on chip smart event cameras can eliminate cluttered scenarios with a much-reduced latency, power, and would be able to hand off images of interest to imbedded autonomous target algorithms. Development of a smart digital readout circuit, with embedded processing, containing this capability would significantly enhance infrared cameras for use in autonomous detection. The objective of this topic is to take this new technology and apply it to the 3GEN FLIR program and all other systems that use or will use 3GEN FLIR Cameras.

DESCRIPTION:

Currently, 3GEN FLIR consists of imaging in two infrared bands with four fields of view. This capability for the Army increases the effectiveness of the sensors to operate in all atmospheric conditions with much longer range than previous versions. In addition, new ground systems will employ autonomous vehicles that will have to contain some use of artificial intelligence to navigate and target. This will regain overmatch by reducing target acquisition time and engagement timelines compared to today’s manual search and acquiring “next target” process. It will also reduce the cognitive burden for vehicle crew by automating search and acquisition – targets are verified by man-in-the-loop prior to engagement. The project, if successful, will make a game changing improvement by indicating temporal events at the focal plane level and reduce latency of target acquisition times. This project will design a neuromorphic chip to be combined with the digital 3GEN FLIR readout circuit at the 12 micron pixel level. This two chip stacked readout will perform the basic sensor functions as well as the neuromorphic processing. Power dissipation of the neuromorphic chip will be at a minimum since it is cryogenically cooled to 75K and added heat load needs to be minimized.

PHASE I:

Phase I will be a short study phase to come up with a neuromorphic design chip.

PHASE II:

Phase II will consist of the design and fabrication of the asynchronous neuromorphic digital readout. Testing will be done to prove out the concept performance. If Phase II Sequential required, it should demonstrate the chip in a 3GEN FLIR focal plane. Packaging and testing will validate the conceptual success of the project.

PHASE III:

Phase III will consist of the commercialization of the selected proposal.



KEYWORDS:

3GEN FLIR, Neuromorphic chip, latency
 
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Finally... proof that ChatGPT has surpassed human (well, at least some) intelligence.

View attachment 26344
I was trying to teach it the meaning of WANCA I thought I was successful after a bit of to and fro as it kept responding with the correct definition. Once I closed the chat then reopened it and asked the same question it reverted back to me having to explain it allover again.
 
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Xhosa12345

Regular
View attachment 26334
I could not find the modified 2002 I was thinking of but this Dee seems to be paying a very strong tribute to probably one of the BMW icons to my eye.

Totally pointless observation except for other fans of the 2002.

Regards
FF

AKIDA BALLISTA
download.jpeg-90.jpg

Herbie was ahead of his time......
 
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Sirod69

bavarian girl ;-)

Mercedes announces major autonomous driving update at CES​

Mercedes has slowly become a leader in autonomous driving and vehicle software, along with the likes of Tesla. And while its far more conservative approach to software introduction has meant that fewer of its customers have benefited from its offering than its American counterpart, the company’s full legal acceptance of responsibility has inspired rare confidence in the system. Now, Mercedes has announced key updates coming to its autonomous driving suite in 2023.
 
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RobjHunt

Regular
It’s my opinion that Ken is about to become of age.

Pantene Peeps
 
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White Horse

Regular
When our children were young and understood a general concept of infinity as the number it was impossible to count too in a million lifetimes I would say ‘I love you to infinity plus one more just in case.’

Infinity is a pretty big number and unlike with my children if they achieved infinite or ubiquitous profit I would say enough. And one more just in case would be unnecessary.😂🤣😇🪁🪁🪁🪁🪁🪁🤡🪁🪁🪁🪁🪁🪁🪁🪁
Hi FF,
My eight year old grandson floored me last year when we bidding up with higher numbers about something of which I don't recollect, when I said, infinity. He said, you can't say that Pa, infinity is not a number, its a concept. End of contest.
 
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Esq.111

Fascinatingly Intuitive.
Good evening Chippers,

Great week all in all , finnished on par with last week. Incredible.

As Fact Finder was kind enough to lay out for all , in an earlier post, our company is engaged with 6 to 7 partners this week @ C.E.S , most of which behind closed doors, showcasing our tech & the benefits to clientele, some of which require confidentiality / NDA 's to be signed before a viewing.

TOP SHELF & extremely exciting.

Future , solid partners & connections, with serious engagement, one on one.

Sterling effort to all contributors this week .

Big end of town is deffinately trying to psychologically play with us on the share price side of things.

Personally, I am 97% certain Brainchip share price will be many fold from where it is pressently, in the not to distant.

On a lighter note....

Have a great weekend all.

This Lass goes off,

Korolova, Live so track Boa @ Sao Paulo, Brazil / Melodic Techno & Progressive House Mix.
1:25:24 duration.

* Once again if a savvy person could locate and post link would be greatfull, thankyou in advance.

Regards,
Esq.
 
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Tothemoon24

Top 20
Good evening Chippers,

Great week all in all , finnished on par with last week. Incredible.

As Fact Finder was kind enough to lay out for all , in an earlier post, our company is engaged with 6 to 7 partners this week @ C.E.S , most of which behind closed doors, showcasing our tech & the benefits to clientele, some of which require confidentiality / NDA 's to be signed before a viewing.

TOP SHELF & extremely exciting.

Future , solid partners & connections, with serious engagement, one on one.

Sterling effort to all contributors this week .

Big end of town is deffinately trying to psychologically play with us on the share price side of things.

Personally, I am 97% certain Brainchip share price will be many fold from where it is pressently, in the not to distant.

On a lighter note....

Have a great weekend all.

This Lass goes off,

Korolova, Live so track Boa @ Sao Paulo, Brazil / Melodic Techno & Progressive House Mix.
1:25:24 duration.

* Once again if a savvy person could locate and post link would be greatfull, thankyou in advance.

Regards,
Esq.
Great positive post Esq,
I did a 10km beach walk today listening to your last banger great vibe .

I’ll await the kind work of a savvy soul for your next delight 🎶🏃🏻‍♂️🤟
 
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TECH

Regular
Good evening,

2nd day of CES due to start in less than 5 hours, I have noticed a few posts where some have mentioned that companies that
are partnered with us haven't actually raved about the Akida input, and why would they?

NDAs haven't magically dissolved, and as in the case of Edge Impulse, giving us a great plug, well that's truly fantastic, but we
have absolutely no control over what they do and speak.

Is Brainchip going to start pumping up IFS, I don't think so, each company, though partnered up through their ecosystems, are
when all is said and done, looking after themselves, just as our Board is doing.

As has been stated numerous times, we may never even know that our IP is embedded in some company's future products, as far
as they are concerned, it's their product and their name being pumped, we quietly go about our business, assisting with engineering
services when approached or sitting back and enjoying the 90% + profit margin and royalty streams.

It's the doors that have been closed up until now, that I find really interesting, in 12/24 months how many new names will suddenly
appear that were borne out of CES 2023, having Brainchip's team making the most of a great business opportunity...now that's exciting
to ponder over.

5 days in, just pace yourselves, all of 2023 and all of 2024....then we probably have fair reason to question how we are travelling, I
realise that my timeline isn't yours and that's fair enough, you make that choice, which I respect.

Love Brainchip. Tech. 😉
 
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Deadpool

Did someone say KFC
Good evening Chippers,

Great week all in all , finnished on par with last week. Incredible.

As Fact Finder was kind enough to lay out for all , in an earlier post, our company is engaged with 6 to 7 partners this week @ C.E.S , most of which behind closed doors, showcasing our tech & the benefits to clientele, some of which require confidentiality / NDA 's to be signed before a viewing.

TOP SHELF & extremely exciting.

Future , solid partners & connections, with serious engagement, one on one.

Sterling effort to all contributors this week .

Big end of town is deffinately trying to psychologically play with us on the share price side of things.

Personally, I am 97% certain Brainchip share price will be many fold from where it is pressently, in the not to distant.

On a lighter note....

Have a great weekend all.

This Lass goes off,

Korolova, Live so track Boa @ Sao Paulo, Brazil / Melodic Techno & Progressive House Mix.
1:25:24 duration.

* Once again if a savvy person could locate and post link would be greatfull, thankyou in advance.

Regards,
Esq.
 
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RobjHunt

Regular
Good evening Chippers,

Great week all in all , finnished on par with last week. Incredible.

As Fact Finder was kind enough to lay out for all , in an earlier post, our company is engaged with 6 to 7 partners this week @ C.E.S , most of which behind closed doors, showcasing our tech & the benefits to clientele, some of which require confidentiality / NDA 's to be signed before a viewing.

TOP SHELF & extremely exciting.

Future , solid partners & connections, with serious engagement, one on one.

Sterling effort to all contributors this week .

Big end of town is deffinately trying to psychologically play with us on the share price side of things.

Personally, I am 97% certain Brainchip share price will be many fold from where it is pressently, in the not to distant.

On a lighter note....

Have a great weekend all.

This Lass goes off,

Korolova, Live so track Boa @ Sao Paulo, Brazil / Melodic Techno & Progressive House Mix.
1:25:24 duration.

* Once again if a savvy person could locate and post link would be greatfull, thankyou in advance.

Regards,
Esq.
Once again Esq, spot on the money, me thinking.

The only thing I disagree with is that I believe your gonkulations should be closer to 98% 😉
 
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Esq.111

Fascinatingly Intuitive.
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Anyone taken a look into this yet?
 
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Anyone taken a look into this yet?

From the brief description in the link it seems like it is merely a mathematical accelerator akin to Percieve's Ergo, it does not claim to be neuromorphic or use SNN. @Diogenese or our other more technical-minded friends can shed more light on this.
 
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From the brief description in the link it seems like it is merely a mathematical accelerator akin to Percieve's Ergo, it does not claim to be neuromorphic or use SNN. @Diogenese or our other more technical-minded friends can shed more light on this.
Thanks for the reply @MadMayHam
I didn't have a chance to look into it much but thought I'd post it here because normally I'll just forget about stuff I find unless it's a real bazinga of a find
 
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Gies

Regular

PROPHESEE Renesas Electronics Edge Impulse VVDN Technologies Socionext US NVISO Mercedes-Benz AG Valeo
These companies showcase Brainchip technology
 
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