Well, there's no way we don't watch that scene from The West Wing. I'll let the inimitable CJCS Admiral Percy Fitzwallace briefly explain the concept: https://www.youtube.com/watch?v=841qG6VM0UI&t=79s
Prof. Steve Brunton's YT channel is a treasure trove of material for you folks, with course-like playlists for controls, data-driven engineering, and dynamical systems: https://www.youtube.com/@Eigensteve/playlists
He should be a featured creator, much like 3b1b is for math!
This is a fascinating insight into a subsystem which we take from granted and naively assume is homogeneous. Thank you so much for sharing.
A request to the community - I am particularly interested in the Apple M1 Ultra. Apple made a pretty big fuss about the transparency of their die-to-die interconnect in the M1 Ultra. So, it would be very interesting to see what happens with it - both on Mac OS and (say, Asahi) Linux.
This is a wonderful article! Thank you to the author for taking the time to write and animate all this.
I want future generations to have access this so I have to ask - how can I back up this page with all of the interactive 3D animations still operational? Simply saving the HTML file doesn't seem to work.
I am part of a 40+ author team that published this perspective article. In this work, we discuss and recommend bio-inspired approaches that we believe are crucial to in our quest to create machine learning techniques that are capable of learning throughout their operational lifetime. This desired approach is much the same way humans learn as opposed to most current ML algorithms which having training and inference phases.
It would be a thrill to hear the HN community's opinions and ideas as I continue this research.
Disclaimer: We came together as part of the DARPA Lifelong Learning Machines (L2M) program.
I came here to post this, but searched to be sure that no one else had posted it. Ha! No idea is unique I suppose.
For anyone looking to get serious about bookmarking, Zotero is a serious alterntaive to traditional bookmarking since it snapshots webpages being stored as a reference. Then, I considered writing about using it as a bookmarking tool, but someone else has written about that too: https://copingmechanism.com/2021/using-zotero-as-a-bookmarki...
Even in academia, where most research originates and matures before being sold to corporations, the vast majority of research is tax-payer funded. I wholeheartedly agree with you stance. It's unsurprising that these regulatory barriers keep all but the wealthiest corporations out of the market considering that big pharma and insurance account for significant share the donor-base of most politicians in the United States.
Tax base funds the work, donor base collects the rewards.
I'm just here to say this article was such a pleasure to read. I've always relied on intuition to pick good-enough values based on experience. So this rigorous analytical approach to viewing the objective space and picking a reasonable value is refreshing. It's ironic and rightfully hilarious that you still had to take a gander and pick a "close-enough" value.
I look forward to part 2 where you incorporate the resistor choices that you had. Perhaps also include the statistics of the tolerance into the mix to find the optimal values that we should all be picking for our future 555 timer hijinks.
Your academic research work is also very interesting. Suffice to say I'll be following you on GitHub :)
Long story short, these algorithms aren't recovering information that was lost. They reconstruct the images by guessing what should've been there. So, you're not violating any information theoretic concept.
But this means the guesses can be incorrect, although the likelihood of that happening can be greatly reduced with good training data.
Congratulations on getting this amazing machine working IRL. I think the best takeaway for me was the resources section of your README. It's veritable goldmine for anyone who wants to do something even remotely similar!
Congratulations! It's always refreshing to see someone use simple, readily available tools to level-up.
I don't know how many people will relate to this, but while I've known that scheduling time will help me get things done, I keep avoiding actually getting around to it. It's as though I am afraid to face my own impending success.
You've motivated me to try and get things done though - thank you and congrats once again!.
Hey, this is a great project. I am working on a project that involves both hardware and software much like your CNC project.
I especially like how the README.md is exquisitely well-written, complete with images. May I ask - did you manually link the pictures and links while writing the README or did you use a program that let you generate the source md file from a WYSIWYG editor?
PS. I am a newbie here. So, I really hope this question isn't against the code of conduct here.