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Lovin this new Chippa Avatar ……
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All expectations of dealing with them so far, have resulted in the bitter taste of a cooking Apple..All that glitters ...
Exclusive: Apple acquires Xnor.ai, edge AI spin-out from Paul Allen’s AI2, for price in $200M range
BY ALAN BOYLE, TAYLOR SOPER & TODD BISHOP on January 15, 2020
Apple buys Xnor.ai, an edge-centric AI2 spin-out, for price in $200M range (geekwire.com)
Apple has acquired Xnor.ai, a Seattle startup specializing in low-power, edge-based artificial intelligence tools, sources with knowledge of the deal told GeekWire.
The acquisition echoes Apple’s high-profile purchase of Seattle AI startup Turi in 2016. Speaking on condition of anonymity, sources said Apple paid an amount similar to what was paid for Turi, in the range of $200 million.
Xnor.ai didn’t immediately respond to our inquiries, while Apple emailed us its standard response on questions about acquisitions: “Apple buys smaller technology companies from time to time and we generally do not discuss our purpose or plans.” (The company sent the exact same response when we broke the Turi story.
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The arrangement suggests that Xnor’s AI-enabled image recognition tools could well become standard features in future iPhones and webcams.
Xnor.ai’s acquisition marks a big win for the Allen Institute for Artificial Intelligence, or AI2, created by the late Microsoft co-founder Paul Allen to boost AI research. It was the second spin-out from AI2’s startup incubator, following Kitt.ai, which was acquired by the Chinese search engine powerhouse Baidu in 2017 for an undisclosed sum.
The deal is a big win as well for the startup’s early investors, including Seattle’s Madrona Venture Group; and for the University of Washington, which serves as a major source of Xnor.ai’s talent pool.
The three-year-old startup’s secret sauce has to do with AI on the edge — machine learning and image recognition tools that can be executed on low-power devices rather than relying on the cloud. “We’ve been able to scale AI out of the cloud to every device out there,” co-founder Ali Farhadi, who is the venture’s CXO (chief Xnor officer) as well as a UW professor, told GeekWire in 2018.
This Apple patent is for compressing AI models. one of the inventors is ex-Xnor.
US11651192B2 Compressed convolutional neural network models 20190212 Rastegari nee Xnor
Systems and processes for training and compressing a convolutional neural network model include the use of quantization and layer fusion. Quantized training data is passed through a convolutional layer of a neural network model to generate convolutional results during a first iteration of training the neural network model. The convolutional results are passed through a batch normalization layer of the neural network model to update normalization parameters of the batch normalization layer. The convolutional layer is fused with the batch normalization layer to generate a first fused layer and the fused parameters of the fused layer are quantized. The quantized training data is passed through the fused layer using the quantized fused parameters to generate output data, which may be quantized for a subsequent layer in the training iteration.
[0018] A convolutional neural network (CNN) model may be designed as a deep learning tool capable of complex tasks such as image classification and natural language processing. CNN models typically receive input data in a floating point number format and perform floating point operations on the data as the data progresses through different layers of the CNN model. Floating point operations are relatively inefficient with respect to power consumed, memory usage and processor usage. These inefficiencies limit the computing platforms on which CNN models can be deployed. For example, field-programmable gate arrays (FPGA) may not include dedicated floating point modules for performing floating point operations and may have limited memory bandwidth that would be inefficient working with 32-bit floating point numbers.
[0019] As described in further detail below, the subject technology includes systems and processes for building a compressed CNN model suitable for deployment on different types of computing platforms having different processing, power and memory capabilities.
Of course, that does not absolutely preclude the possibility that Apple are running the NN model on a more efficient SoC.
At least because Ai has to be everywhere at the moment, 'no' company can avoid the topic, it has to be worth a try and there is subsidy money and there have to be conditions for investments in future tec and the old one is out of the question. Just yesterday I saw a global analysis of Ai and where it is taking place, in addition to research. I couldn't see Germany at a quick glance. But maybe I'll have another look to see if I can find it again. What interests me are products that can be bought from companies like those in Germany.) Just because companies are running a research lab here and dropping slices by slices of white paper on projects because they have obviously or perhaps lost touch doesn't convince me to be confident that Germany plays a really important role in this topic. So far, I'm taking MB's hub seriously.Why would the German trinity of automotive suppliers each have established their own AI Labs if they only assembled components?
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They spend a lot of moolah on R&D in general and also offer all sorts of engineering services:
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Hardware Engineering
We develop customized hardware solutions for a variety of industries. Our portfolio ranges from head-up displays up to industrial controls in various sectors.conti-engineering.com
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Research & Development - Looking at the Big Picture - ZF
With digital innovations and continuously high investments in research and development, we are among the leading technology companies.www.zf.com
Impressive first look and demonstration, of the new Atlas.Our CTO thinks this is great
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Meet our next generation Atlas! A humanoid designed for commercial applications. We are taking all we have learned over 15 years of research on our hydraulic Atlas platform and putting it into the… | Marc Theermann | 217 comments
Meet our next generation Atlas! A humanoid designed for commercial applications. We are taking all we have learned over 15 years of research on our hydraulic Atlas platform and putting it into the next generation of the program, a fully electric Atlas robot designed for real-world applications...www.linkedin.com
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Giving me Buzz vibes![]()
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Impressive first look and demonstration, of the new Atlas.
All these new humanoid robots coming out, will need efficient brains.
AKIDA technology can deliver.
Impressive first look and demonstration, of the new Atlas.
All these new humanoid robots coming out, will need efficient brains.
AKIDA technology can deliver.
Let us wait and watch.So is there a chance Apple is utilising Akida?
Indeed it puts a big question mark over the 3 year lead doesn’t it.Let us wait and watch.
Either apple uses oor technology or management claim of 3years superiority over others is in question.
But it is big affirmative stamp to brainchip thinking. We will see a big market existence for on device processing and will get a good shre our of that.
Let us wait and watch.Indeed it puts a big question mark over the 3 year lead doesn’t it.
I would most definitely like to hear management thoughts on this if we are NOT involved ….than this question needs to be answered 100%
Let us wait and watch.
Either apple uses oor technology or management claim of 3years superiority over others is in question.
But it is big affirmative stamp to brainchip thinking. We will see a big market existence for on device processing and will get a good shre our of that.
Indeed it puts a big question mark over the 3 year lead doesn’t it.
I would most definitely like to hear management thoughts on this if we are NOT involved ….than this question needs to be answered 100%
"At least because Ai has to be everywhere at the moment, 'no' company can avoid the topic"At least because Ai has to be everywhere at the moment, 'no' company can avoid the topic, it has to be worth a try and there is subsidy money and there have to be conditions for investments in future tec and the old one is out of the question. Just yesterday I saw a global analysis of Ai and where it is taking place, in addition to research. I couldn't see Germany at a quick glance. But maybe I'll have another look to see if I can find it again. What interests me are products that can be bought from companies like those in Germany.) Just because companies are running a research lab here and dropping slices by slices of white paper on projects because they have obviously or perhaps lost touch doesn't convince me to be confident that Germany plays a really important role in this topic. So far, I'm taking MB's hub seriously.
I'm one of the sceptics, but I'm happy to be proven wrong. But I don't want to get into debate 'loops', as I'm just an observer from the sidelines and don't have serious insight and I'm not a politician too.
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Our CTO thinks this is great
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Meet our next generation Atlas! A humanoid designed for commercial applications. We are taking all we have learned over 15 years of research on our hydraulic Atlas platform and putting it into the… | Marc Theermann | 217 comments
Meet our next generation Atlas! A humanoid designed for commercial applications. We are taking all we have learned over 15 years of research on our hydraulic Atlas platform and putting it into the next generation of the program, a fully electric Atlas robot designed for real-world applications...www.linkedin.com
View attachment 61029 View attachment 61030
Let us wait and watch.
Either apple uses oor technology or management claim of 3years superiority over others is in question.
But it is big affirmative stamp to brainchip thinking. We will see a big market existence for on device processing and will get a good shre our of that.
To me where ever it ends it will be big positive for brainchip and my reasons areI love this kind of sarcasm! It gives kind of a freshness into the debate.. okok let’s try this… if akida is not in the whole Tesla program incl. falcon etc… I will fire Rob !
I wouldn't be so sure. Personally i think there's a better than average chance we're involved with Hyundai.Anthony Lewis is a great fan of robotics, so it is not surprising that he celebrates this. This does not necessarily have anything to do with BrainChip.