iiinova — where your digital self keeps evolving

Daniel Situnayake @dansitu.bsky.social · 08/01/2025

I think 2025 will be the year of foundation models at the edge. Get ready by joining us next week for a panel discussion! It's at 18:00 CET, 09:00 PST on Wednesday 15th 🙌🏼 www.wevolver.com/article/disc...

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Daniel Situnayake @dansitu.bsky.social · 03/12/2024

I'm looking forward to being a keynote speaker at the Generative AI for Edge Computing Symposium, at the AAAI 2025 Spring Symposium from March 31 to April 2nd! The Call for Papers is open and you can find the details here, please consider submitting: sites.google.com/view/gen-ai-...

sites.google.com

GenAI@Edge - Call For Papers

A three-day symposium of invited talks, research activities, and paper presentation

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Daniel Situnayake @dansitu.bsky.social · 27/11/2024

Not so long ago I was driving around LA with MapQuest printouts. Today you can ride in a self-driving Waymo. Wild.

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Reposted by Daniel Situnayake

Mat Kelcey @matpalm.com · 24/11/2024

stuck a jax laptop sticker up in a nightclub bathroom friday night. hoping some spaced out dev has a 3am WTF moment...

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Daniel Situnayake @dansitu.bsky.social · 22/11/2024

And peeping from behind the door is another black box

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Daniel Situnayake @dansitu.bsky.social · 22/11/2024

We'll be following soon with more serious industrial datasets, all hosted on the same portal and licensed permissively. Thank you to Louis Moreau and @doncarlos999.bsky.social who are leading our data gathering efforts!

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Daniel Situnayake @dansitu.bsky.social · 22/11/2024

We're attempting to address this problem at @edgeimpulsecom.bsky.social by releasing our own free public datasets, permissively licensed. We just launched with four simple datasets designed for learning and experimentation. www.edgeimpulse.com/blog/explore...

edgeimpulse.com

Explore Edge AI With Our Public Datasets

Whether you're working on object detection, audio classification, or visual anomaly detection, these datasets will help you grasp the data requirements and challenges you'll face at the edge.

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Daniel Situnayake @dansitu.bsky.social · 22/11/2024

It's super difficult to find datasets representative of industrial edge ML problems. This holds back the entire field: if we're benchmarking on eclectic web-scraped nonsense, we optimize for that—not for real world tasks.

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Daniel Situnayake @dansitu.bsky.social · 18/11/2024

Edge AI is maturing, and we’re getting pretty good at sensory perception. What comes next? In this post I explore what we’ll need to bring real intelligence to the field. I’d love to hear what you think 👇🏽 open.substack.com/pub/dansitu/...

open.substack.com

Integration

Edge AI has come a long way, but sensory perception is not enough. What will it take to build systems that can act?

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Reposted by Daniel Situnayake

Grace Lindsay @neurograce.bsky.social · 20/11/2024

When I will respond to your email

Histogram peaked at 3 minutes and 2 weeks since sent

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Daniel Situnayake @dansitu.bsky.social · 21/11/2024

I love these sorts of design and engineering challenges. Deciding that all insights must be actionable changes the way you think about presenting data! And the best path is not always obvious. I'd love to hear from anyone who has solved these types of design challenges in their work.

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Daniel Situnayake @dansitu.bsky.social · 21/11/2024

Instead of printing raw metrics, we need to help the user interpret the data and take action if necessary: for example, perhaps the results indicate that the Bayesian model is underfit, and the user needs to continue the search a while longer to be confident of getting the best results.

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Daniel Situnayake @dansitu.bsky.social · 21/11/2024

For example: We're working upgrading our hyperparameter tuning system to use Bayesian search, and there are tons of cool metrics you can log about the quality of the Bayesian model. But to the average user, these stats are meaningless at best—and potentially misleading or confusing.

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Daniel Situnayake @dansitu.bsky.social · 21/11/2024

I've learned that a major challenge in making ML tools usable by all developers is ensuring everything is actionable. There's no point surfacing raw metrics if the user doesn't know how to interpret or improve them.

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Daniel Situnayake @dansitu.bsky.social · 21/11/2024

Some people want to explore, others prefer to stay home. We need both types, but I’m glad to be the former!

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Daniel Situnayake @dansitu.bsky.social · 20/11/2024

It's pretty amazing how much this feels like the old Twitter—or at least my memories of it. But now it's closer to actually being a piece of open web infrastructure.

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Daniel Situnayake @dansitu.bsky.social · 19/11/2024

The term stopped making sense when it was picked up by people who have never lived in the US and don’t know what a “bro” is

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Reposted by Daniel Situnayake

Patrick Ruster @prasta.bsky.social · 19/11/2024

Check out dans substack if you’re looking for insightful reads on the state of ml seasoned with a pinch of edge ai.

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Daniel Situnayake @dansitu.bsky.social · 18/11/2024

🤞🏽I’ll be satisfied with a finish!

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Daniel Situnayake @dansitu.bsky.social · 18/11/2024

Good luck with the races!! I also had big plans for running this year and was stymied by major life events. But I’m running a 50 miler on Saturday with probably insufficient training, hopefully I survive 😅

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Pelayo Arbués @pelayoarbues.com · 27/10/2024

Another starter pack with Machine Learning and Artificial Intelligence Researchers. go.bsky.app/gPKeHz We can learn a lot from people like: @abeba.bsky.social @eckles.bsky.social @maosbot.bsky.social @andrew.heiss.phd @jessicahullman.bsky.social @melaniemitchell.bsky.social @wattenberg.bsky.social

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Daniel Situnayake @dansitu.bsky.social · 18/11/2024

Thank you, I will try my best! I’m excited to be back on what feels like a much healthier platform.

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Daniel Situnayake @dansitu.bsky.social · 18/11/2024

Great list, thank you! Would you be open to adding me?

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Daniel Situnayake @dansitu.bsky.social · 18/11/2024

open.substack.com

Integration

Edge AI has come a long way, but sensory perception is not enough. What will it take to build systems that can act?

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