BRN Discussion Ongoing

Some interesting thoughts here from the CEO of OpenAI, in regards to the future of giant AI models:


"But the company’s CEO, Sam Altman, says further progress will not come from making models bigger. “I think we're at the end of the era where it's going to be these, like, giant, giant models,” he told an audience at an event held at MIT late last week. “We'll make them better in other ways.”

"Altman’s statement suggests that GPT-4 could be the last major advance to emerge from OpenAI’s strategy of making the models bigger and feeding them more data. He did not say what kind of research strategies or techniques might take its place. In the paper describing GPT-4, OpenAI says its estimates suggest diminishing returns on scaling up model size. Altman said there are also physical limits to how many data centers the company can build and how quickly it can build them."

"After ChatGPT debuted in November, meme makers and tech pundits speculated that GPT-4, when it arrived, would be a model of vertigo-inducing size and complexity. Yet when OpenAI finally announced the new artificial intelligence model, the company didn’t disclose how big it is—perhaps because size is no longer all that matters. At the MIT event, Altman was asked if training GPT-4 cost $100 million; he replied, “It’s more than that.”
 
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TECH

Regular
Expect within the next 7 business days another ASX announcement with the tabling of our Quarterly Report and 4C.

Try to keep a level head, as it may not contain all that you are/were hoping for at this point in time.

My opinion....Tech (y)
 
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Tothemoon24

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Intelligent IoT Gateway and it’s Importance in Today’s Connected World​

Published on
April 17, 2023

VVDN publication

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As per Statisa, there are a total of 15.14 billion connected IoT devices in 2023 globally, and this number is expected to cross 29 Billion by 2030.
Ever wondered how these devices communicate with each other and the external world? There is a central hub, or IoT Gateway, that serves as a bridge between the devices and the cloud, allowing for communication, data collection, and data processing.
In this blog, we will deep dive to understand what is an IoT gateway, key components to keep in mind while designing, benefits and use cases of using IoT gateways and how VVDN can help customers who are looking for a reliable and secure IoT gateway for their next- gen application.

What is an IoT Gateway? and how does it actually work?​

An IoT gateway is a device that sits between the Internet of Things (IoT) devices and the cloud, allowing them to exchange data, perform analytics, and take actions based on the data collected.
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The key components of IoT gateway engineering include:​

  • Hardware design: This involves designing the physical components of the gateway, such as the circuit board, power supply, and networking interfaces.
  • Software development: This involves creating the firmware and software that runs on the gateway, including the operating system, drivers, and communication protocols.
  • Mechanical: Designing the mechanical of the gateway also becomes important in terms of ruggedness, IP rating, etc to make it ideal for installing in harsh environments operating over a wide temperature range.
  • Security: Since IoT devices are vulnerable to cyber-attacks, security is a critical component of IoT gateway engineering. Engineers must design the gateway with security in mind and implement appropriate security measures such as encryption, authentication, and access control.
  • Connectivity: The gateway should have multiple connectivity options both wired and wireless such as Wi-Fi, Ethernet, Cellular (LTE, 4G, 5G), Bluetooth, and Zigbee, LoRa, etc to connect to different devices and transmission of data in real time.
  • Integration: IoT gateways must be able to integrate with a wide range of devices and software platforms. Engineers must design the gateway to be compatible with various sensors, devices, and cloud platforms, as well as APIs and communication protocols.
  • Testing and validation: Engineers must test and validate the IoT gateway to ensure that it functions properly and meets the desired performance requirements. This includes stress testing, functional testing, and interoperability testing.

Evolution of IoT Gateways:​

In the past, gateways were designed only to facilitate communication and send the data to the cloud for further analytics and decision making. They do not support performing analytics on the edge. Nowadays, edge gateways are gaining popularity across the globe. They have the capability to perform all analytics on the edge without sending the data to the cloud which eventually reduces latency and improves response times, making IoT applications more responsive. With enabling 5G connectivity to these gateways, it can further help in gaining quick insights, automate and instantly give updates about the connected devices and sensors in real time.

Here are some benefits of using an IoT gateway:​

  • Data aggregation: An IoT gateway can aggregate data from multiple IoT devices including sensors, cameras, etc, process it, and send it to the cloud for analysis. This can help reduce the amount of data that needs to be transmitted over the network, making it more efficient and reducing costs.
  • Security: An IoT gateway can act as a firewall, protecting IoT devices from cyberattacks. It can also encrypt data as it is transmitted to the cloud, ensuring that data is protected from unauthorized access.
  • Edge computing: An IoT gateway can perform some processing at the edge, reducing the amount of data that needs to be sent to the cloud. This can help reduce latency and improve response times, making IoT applications more responsive.
  • Interoperability: An IoT gateway can provide a common interface between different types of IoT devices, making it easier to integrate new devices into an existing system.
  • Scalability: An IoT gateway can help scale IoT deployments by providing a centralized management point for large numbers of IoT devices.

Use cases for IoT gateway:​

An IoT gateway can help improve the efficiency, security, and reliability of IoT systems, making them more useful and effective for businesses and consumers. IoT gateways can be used in various use cases to connect and manage IoT devices. Here are some examples of IoT gateway use cases:
  • Industrial IoT (IIoT): In industrial environments or factories, an IoT gateway can be used to connect different types of sensors and devices, collect data from them, and transmit it to the cloud for analysis. This can help optimize industrial processes, improve efficiency, and reduce costs.
  • Retail: In the retail industry, edge gateways are in high demand and can be used to know the consumer buying behavior, taste, needs and habits in real time.
  • Smart City: IoT Gateways can be used in smart cities applications to collect the data from various sensors installed, cameras, etc and take action accordingly by processing the information either on edge or cloud.
  • Transportation: In the transportation industry, an IoT gateway can be used to collect data from vehicles, including speed, location, and engine performance. This data can be used to optimize routes, improve fuel efficiency, and reduce maintenance costs.
  • Smart Home: In a smart home, an IoT gateway can act as a central hub, connecting various smart devices like lights, thermostats, and security cameras. The gateway can then process and analyze the data collected from these devices and take appropriate actions, such as adjusting the temperature or turning on the lights.
  • Agriculture: In agriculture, an IoT gateway can be used to collect data from soil sensors, weather stations, and other agricultural devices. This data can then be analyzed to optimize crop growth and increase yields.
  • Healthcare: An IoT gateway can be used in healthcare settings to monitor patient health and collect data from medical devices like blood glucose monitors and blood pressure cuffs. This data can then be transmitted to healthcare providers for analysis and used to improve patient outcomes.
Overall, IoT gateways can be used in a wide variety of industries and settings to connect and manage IoT devices, collect and process data, and improve efficiency and effectiveness.

How VVDN can help its customers looking for IoT Gateways:​

VVDN supports global OEMs, system integrators with our unique expertise in designing, developing and manufacturing tailored made IoT gateways as per the requirement. In the past, VVDN has designed, developed and manufactured IoT gateways based on different platforms including NXP, NVIDIA, Qualcomm, Intel, AMD-Xilinx, Kinara, etc that are currently deployed on the field for different use cases.
If you are also looking to design an IoT gateway, understand how we can help and what real-life industry knowledge we can bring to the table. Contact VVDN today at info@vvdntech.com.
 
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Esq.111

Fascinatingly Intuitive.
Good Afternoon Chippers,

Appears to be a little movement in the aftermarket balancing.

Looking a little spicey.

😍.

* from a quick eyeballing of BRN trade history, trades transacted, this is the lowest in over 12 months.

Regards,
Esq.
 
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Esq.111

Fascinatingly Intuitive.
Back again,

Thought this may be helpfull, compiled from everyone's, generously shared findings.

Regards,
Esq.
 

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IloveLamp

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Rskiff

Regular
Back again,

Thought this may be helpfull, compiled from everyone's, generously shared findings.

Regards,
Esq.
@Esq.111 , back to the future. Great to see your enthusiasm in creating this masterpiece!!
 
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From 4 days ago....be great if we are part of this 🔥

Edit...yes, aware of AFRL and ISL EAP etc. Just trusting that if they now pushing public media on their direction that they are ready to launch and that we get a formal acknowledgement that it's our Akida actually being used.

 
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Esq.111

Fascinatingly Intuitive.
@Esq.111 , back to the future. Great to see your enthusiasm in creating this masterpiece!!
Afternoon Rskiff,

Deffinately oldschool, Love a hard copy.

For those alittle tired , with some time to burn, this is a compilation of everyone's contributions from December 2020 onwards.

* excuse my 14 month calenders,

* SHOW ME THE MONEY.

These two calenders & the one in the last post contain 98% of all announcements etc .

Regards,
Esq.
 

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Tothemoon24

Top 20
Afternoon Rskiff,

Deffinately oldschool, Love a hard copy.

For those alittle tired , with some time to burn, this is a compilation of everyone's contributions from December 2020 onwards.

* excuse my 14 month calenders,

* SHOW ME THE MONEY.

These two calenders & the one in the last post contain 98% of all announcements etc .

Regards,
Esq.
Your a legend @ Esq.111

When viewed like that , it’s hard to believe that some are critical of a lack of information.
 
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Rskiff

Regular
Afternoon Rskiff,

Deffinately oldschool, Love a hard copy.

For those alittle tired , with some time to burn, this is a compilation of everyone's contributions from December 2020 onwards.

* excuse my 14 month calenders,

* SHOW ME THE MONEY.

These two calenders & the one in the last post contain 98% of all announcements etc .

Regards,
Esq.
wow that's impressive. It is a pity that some of the negative posters haven't the dedication to a positive outlook and commitment of BRN and it's happenings. Well done to you, an inspiration of positivity.
 
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Tothemoon24

Top 20
B14211D2-B0B4-4E63-BF1F-67604F0214D9.png

INTRODUCTION

Embedding intelligence at the edge has become a critical requirement for many industry domains, especially disaster management, healthcare, manufacturing, retail, surveillance, remote sensing etc. Classical Machine learning or Deep learning (ML/DL) based systems, being heavy in terms of required computation and power consumption, are not suitable for Edge devices such as robot, drones, automated cars, satellites, routers, wearables etc. which are mostly battery driven and have very limited compute resource. Inspired from the extreme power efficiency of mammalian brains, an alternative computing paradigm of Spiking Neural Networks (SNN) also known as Neuromorphic Computing (NC), has evolved with a promise to bring in significant power efficiency compared to existing edge-AI solutions. NC follows non-von Neumann architecture where data and memory are collocated like brain neurons and SNNs handle only sparse event-based data (spikes) in asynchronous fashion. Inherently SNNs are very efficient to understand features in temporally varying signals and is found to efficiently classify/process auditory data, gestures/actions from video streams, spot keywords from audio streams, classify & predict time series from different sensors used in IoT, regenerate temporal patterns etc. The community is pursuing multiple sophisticated dedicated Neuromorphic hardware platforms such as: Intel Loihi, IBM TrueNorth, Brainchip Akida, SpiNNaker, DYNAPs to name a few.

Moreover, ultra-advanced and futuristic nanoelectronic devices and materials are being explored to build energy efficient neuromorphic computers. So this domain, as well as this tutorial, lines in the intersection of Computational Neuroscience, Machine Learning and In-memory Neuromorphic Computation techniques.



RATIONALE AND STRUCTURE OF THE TUTORIAL

The ICASSP community is at the forefront of research in the domain of signal processing. Thus it is extremely relevant to conduct a tutorial on advances in the domain of Neuromorphic Computing at the forum. We are proposing two valuable cross vertical elements in this tutorial:



(i) Firstly, the proposed tutorial has been developed keeping both academic and industrial/application interests in mind. The speakers represent leading academic and industry research teams on the subject with several years of theoretical and applied experience on the topic. Over last few years, while solving customer requirements related to edge computing, TCS Research has successfully taken neuromorphic research to real market applications. At the same time, group at IIT-Delhi has contributed significantly towards development of cutting-edge neuromorphic hardware and memory-inspired computing.

(ii) Secondly, the proposed tutorial will not only cover foundational basics (i.e. algorithms, bio-inspiration, mathematics) of the subject, but will also delve in to real hardware-level implementation and actual application use-cases (such as gesture recognition in robotics, time series classification and prediction in IoT, continuous health monitoring, remote sensing via satellite etc.) as pursued in industry so far.



The tutorial is structured to cover all relevant aspects of SNN and NC as detailed below.



  1. Biological Background, Software & Simulation of SNNs:
We will start the tutorial by giving a background of modus operandi of biological neurons, their equivalent computational models, spike generation process, synaptic weight updates and learning rules. Next, we will speak in detail about (i) existing software tools and SNN simulators, (ii) how to create a basic SNN, feed data into it and do a simple classification task, (iii) how to tune it towards better performance.

Speaker: Sounak Dey, duration: 50 minutes.



  1. Neuromorphic Hardware Basics:
Second part of the tutorial will cover the basics of dedicated hardware approaches for implementing neuromorphic algorithms in real world. Key techniques will be bench-marked for their pros and cons. How specialized neuromorphic hardware can offer performance benefits will be discussed. The session will end with discussion of futuristic nanomaterials proposed for neuromorphic computation.

Speaker: Manan Suri, duration: 50 minutes.



  1. Application & Implementation:
Third and final part of the tutorial will provide a detailed landscape of the applications that have been developed and tested so far using SNN and NC, including our own experiences. Aspects such as spike encoding techniques, conversion of ANNs to SNNs, FPGAs will be discussed.

Speaker: Arun George, duration: 50 minutes.



A flexible and interactive model of discussion and Q-A with the audience will be followed throughout the tutorial. Duration:10-30 minutes.
 
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Dhm

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Not saying aren't as know about AFRL, ISL, Intellisense, BRE etc but nothing in the vid states us so...unless specifically states it's ours can only trust we there....you know....back to the lack of formal comms / conformation issues that keep arising haha

We all know that DOD etc also use Intel as part of their program in research capacity too.
 
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Taproot

Regular
Yes @Quiltman
That was my exact same takeaway from the discussion between Sean and Zach. That one liner about video conferencing.
I saw a 60 minutes clip last night which showcased Google's Starline Project. ( Google's AI Video Conferencing Experience )


OR

How about Cisco taking Webex video conferencing to the next level.

"Bring equity into hybrid meetings with cinematic meetings directed by RoomOS. - Embedded camera intelligence giving optimized views for any meeting on Cisco devices, regardless of meeting platform - Cinematic look and feel to meetings with seamless switching between cameras - Built on an open ecosystem, unlock new experiences by integrating third-party cameras with Cisco devices over IP."



OR

Cisco's Webex Hologram

The future of hybrid work and collaboration is here. Webex Hologram is a real-time, photorealistic holographic interaction that goes beyond the virtual limits of video conferencing to deliver a truly immersive experience. This remarkable advancement in video conferencing brings a whole new meaning to face-to-face interaction. The barriers of 2D will no longer restrict creativity and collaboration when working in a hybrid or remote world. Webex Hologram will help facilitate and enhance remote training and visual reviews as well as aid in the explanation of tasks that could benefit from real-life demonstration. This is just the beginning of the video conferencing revolution. See how your business can benefit from Webex Hologram: ➡️ https://projectworkplace.cisco.com/ca... And check out the video conferencing category on our blog: ➡️ https://blog.webex.com/category/video... Trusted by 95% of the Fortune 500, Webex is a leading provider of cloud-based collaboration solutions which includes video conferencing, calling, messaging, events, customer experience solutions like contact center and purpose-built collaboration devices. Our focus on delivering inclusive collaboration experiences fuels our innovation. Learn more at webex.com. #VideoConferencing #HybridWork #collaboration




Brainchip have had a relationship with Cisco at some level for a long time.
2016

2019

Anup Vanarse​

Research Scientist
BrainChip · Full-time Jul 2020 - Present · 2 yrs 10 mos Perth, Western Australia, Australia

Solutions Consultant
Freelance Jun 2018 - Dec 2019 · 1 yr 7 mos Perth, Western Australia, Australia

    • My freelancing projects include web services for Innovate Australia (website development and management) and
    • AI solution architect at Cisco Innovation Center working on Brainchip Studio for object identification and tracking.
 
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Mt09

Regular
OR

How about Cisco taking Webex video conferencing to the next level.

"Bring equity into hybrid meetings with cinematic meetings directed by RoomOS. - Embedded camera intelligence giving optimized views for any meeting on Cisco devices, regardless of meeting platform - Cinematic look and feel to meetings with seamless switching between cameras - Built on an open ecosystem, unlock new experiences by integrating third-party cameras with Cisco devices over IP."



OR

Cisco's Webex Hologram

The future of hybrid work and collaboration is here. Webex Hologram is a real-time, photorealistic holographic interaction that goes beyond the virtual limits of video conferencing to deliver a truly immersive experience. This remarkable advancement in video conferencing brings a whole new meaning to face-to-face interaction. The barriers of 2D will no longer restrict creativity and collaboration when working in a hybrid or remote world. Webex Hologram will help facilitate and enhance remote training and visual reviews as well as aid in the explanation of tasks that could benefit from real-life demonstration. This is just the beginning of the video conferencing revolution. See how your business can benefit from Webex Hologram: ➡️ https://projectworkplace.cisco.com/ca... And check out the video conferencing category on our blog: ➡️ https://blog.webex.com/category/video... Trusted by 95% of the Fortune 500, Webex is a leading provider of cloud-based collaboration solutions which includes video conferencing, calling, messaging, events, customer experience solutions like contact center and purpose-built collaboration devices. Our focus on delivering inclusive collaboration experiences fuels our innovation. Learn more at webex.com. #VideoConferencing #HybridWork #collaboration




Brainchip have had a relationship with Cisco at some level for a long time.
2016

2019

Anup Vanarse​

Research Scientist
BrainChip · Full-time Jul 2020 - Present · 2 yrs 10 mos Perth, Western Australia, Australia

Solutions Consultant
Freelance Jun 2018 - Dec 2019 · 1 yr 7 mos Perth, Western Australia, Australia

    • My freelancing projects include web services for Innovate Australia (website development and management) and
    • AI solution architect at Cisco Innovation Center working on Brainchip Studio for object identification and tracking.

Don’t forget Teksun’s c@ck up!
 

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buena suerte :-)

BOB Bank of Brainchip
Afternoon Rskiff,

Deffinately oldschool, Love a hard copy.

For those alittle tired , with some time to burn, this is a compilation of everyone's contributions from December 2020 onwards.

* excuse my 14 month calenders,

* SHOW ME THE MONEY.

These two calenders & the one in the last post contain 98% of all announcements etc .

Regards,
Esq.
Wow Esq!!!! that is some love and dedication to good old BRN mate .... great work :love:👏👏👏👏👏👏😍 "SHOW ME THE MONEY" Very soon hopefully? Maybe a tune at the bar later !? 🎶🎼🎶😎
 
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Sirod69

bavarian girl ;-)
Markus Schäfer
Markus Schäfer
https://www.linkedin.com/in/markus-...lagship3_detail_base;+P3CjlLzSWOQM9HLSdaeAQ==
It’s great to be back in China for Auto Shanghai!

We had lots to talk about at our Mercedes-Benz Media Night last night, including the China debut of our #EQE SUV, tailored specifically to the needs of Chinese customers.

I appreciated the chance to present to our guests the Concept #EQG. And learned that there’s even a saying in China that “everyone has a G-Class dream”. Well, no wonder! The G-Class is an off-road icon, and the electric version will follow in those impressive tracks when it enters series production.

I also enjoyed the opportunity to talk through our EV strategy and expand on the significant role played by China in our global R&D network. Our team there is taking the lead in a growing number of global projects, especially in the field of digital innovation. As well as our R&D centre in Beijing, we now have a new digital R&D centre in Shanghai, which specialises in connectivity and automated driving.

We’re doing lots of exciting work with our partners in China to make sure our products meet the specific needs of our customers there in respect of digitalisation, in-car entertainment content and, of course navigation.
The road ahead is an exciting one, and I’ll keep you posted on developments right here.

#MercedesBenz
 
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Sirod69

bavarian girl ;-)
I need your help!
Can you tell us Germans how we can vote at the general meeting?

Season 2 Help GIF by Paramount+
 
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