Custom board for running ML models
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@kowshik1729 Yes, a lot of different SoMs from Toradex are optimized for AI and ML based applications. They've developed their own Linux based "Torizon" OS for easy configuration and deployment. There are different SoMs available right from the one's having a normal NXP Vybrid SoC to the powerful ones like NXP i.Mx8 QuadMax and Nvidia Tegra K1. You also have options for embedded WiFi and BLE modules.
These are pure industrial grade modules with IT grade certification(-40° to +85° C), so although they're easy to work upon, I won't recommend them for hobby usage. There are lot of alternatives like @salmanfaris mentioned above if you're aiming for learning/hobby usage.
But if you're looking from a product perspective you can choose Toradex without hesitation.
See the below Links for AI & ML related applications with Toradex SoMs.
-> Webinar : Jumpstart cloud-connected computer vision and ML designs with Toradex.
-> Apalis AI Vision Starter Kit for the i.MX 8 Applications Processor
-> Rapid Creation and Deployment of ML Models at the Edge with Toradex AI Vision Starter KitRegarding the question on breakout board.
Yes you definitely have to design a "carrier board" which should hold the SODIMM module. There are a lot of readymade carrier boards for each family of SoMs directly available from Toradex which can be used for prototyping as well as for production. However as you've mentioned in your post about unwanted peripherals, it's always advised to design custom carrier boards for customized applications. Why do you need to pay for a couple of USB receptacles and ethernet connectors if you're not going to use them? Also a custom carrier board can always be designed according to the form factor and dimensions of your product design.
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Posting something which I've forgot to mention in the first post.
The Raspberry Pi Compute Module is also an alternative to Toradex SoMs, though you don't have any configurations to choose. There is only one standard model available in every generation of the module.
Just like the Toradex SoM, even this guy comes with a DDR2 SODIMM connector.
More Details here.
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@kksjunior Thanks a lot for a very detailed explanation. I shall surely look into the options you've shown and dig more on this.
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@kowshik1729 Keep digging untill you find the gold. All the best!
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@kksjunior Just a small naughty thought ....Is it possible to upgrade the RAM on those RPi modules? I mean if the modules has pin to pin compatibility then can I consider upgrading them? Or will I be having some limitations from the Broadcom SoC they have on board?
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@kowshik1729 Haha, Nothing is impossible... Let's say if you get a pin compatible DRAM IC complying to BroadCom SoCs requirement without any limitations to the firmware running upon it you may be able to upgrade it. Provided that you didn't destroy the board while tinkering with it. The effort to result ratio will never match.
That's the reason why we get a wide variety of options from manufacturers like Toradex. All the Toradex SoMs belonging to the same device family are pin compatible. You can always upgrade or downgrade your computational module without disturbing the rest of your design! -
Woow, that's awesome. Toradex SoM's looks like beast. WIll surely look into those...!! Thanks a lot again bro..!
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@kowshik1729 if you are more into ML take a look at the Jetson nano module, it's come with 4GB and 2GM Ram with 128-core NVIDIA Maxwell GPU and Quad-core ARM A57 CPU
more information: https://developer.nvidia.com/embedded/jetson-nano
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@salmanfaris Oh hey woow...this is what I've been searching for. I have contacted Nvidia forums asking for the design files of this module. But those people gave me the design files of the Carrier board. What a waste of time. This is awesome...!! Can I get the design files of this SOM? Not to replicate but just for my reference, practicing, and understanding.
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@kowshik1729 Please check this, it might help you,
- Jetson Nano Module Datasheet
- Jetson Nano Product Design Guide
- Jetson Nano Thermal Design Guide
- Jetson Nano 3D CAD STEP Model
- Jetson Nano Developer Kit 3D CAD STEP Model
- Jetson Nano Pinmux Table
- Jetson Nano Developer Kit Pinmux Table
- Jetson Nano Reference Design Schematics
- More resource
originally drafted and shared by dusty_nv