Peyman Milanfar's Avatar

Peyman Milanfar

@docmilanfar.bsky.social

Distinguished Scientist at Google. Computational Imaging, Machine Learning, and Vision. Posts are personal opinions. May change or disappear over time. http://milanfar.org

3,408 Followers  |  262 Following  |  230 Posts  |  Joined: 15.11.2024  |  1.7743

Latest posts by docmilanfar.bsky.social on Bluesky

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I was invited to give this plenary talk at the Electronic Imaging Symposium this past February. The recording is now available on YouTube

www.youtube.com/watch?v=s59U...

14.04.2025 00:57 β€” πŸ‘ 11    πŸ” 1    πŸ’¬ 0    πŸ“Œ 0
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Silicon Valley crosswalk buttons have been hacked to hilarious effect

13.04.2025 04:32 β€” πŸ‘ 25    πŸ” 6    πŸ’¬ 1    πŸ“Œ 2
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ruined by tariffs

12.04.2025 21:15 β€” πŸ‘ 14    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

What I’ve learned here is that some will not get it, even if explained in the simplest terms.

12.04.2025 13:49 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

it's called "volatility drag" - look it up. and it doesn't need fixed percent. I used a fixed number so it would be easier for people to understand. apparently it wasn't easy enough

12.04.2025 04:06 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

Most people don't understand that volatility alone can kill your investments

start with capital P
lose 5% one week: (1-0.05)*P
gain 5% the next week: (1+0.05)*(1-0.05)*P.

repeat the pattern for 1yr (52 weeks):
(1+0.05)^26 *(1-0.05)^26 *P = 0.88P

You lost 12% of your money.

12.04.2025 02:25 β€” πŸ‘ 10    πŸ” 1    πŸ’¬ 3    πŸ“Œ 0
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bias-variance tradeoff

11.04.2025 12:00 β€” πŸ‘ 53    πŸ” 5    πŸ’¬ 0    πŸ“Œ 0

It's a cruel irony that those who orchestrated this stock market crash are already insulated from its effects. They will be fine.

The real tragedy is that it's the ordinary person – the retiree, the small investor, the hardworking individual – who will suffer the most.

07.04.2025 00:20 β€” πŸ‘ 17    πŸ” 1    πŸ’¬ 1    πŸ“Œ 1
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Opinion | The Rise and Fall of Elon Musk (Gift Article) His belief that liberal democracy has failed and that technologists should lead can be traced to the unusual life of his grandfather.

"That Mr. Musk has come to hold so many of the same beliefs about social engineering and economic planning as his grandfather is a testament to his profound lack of political imagination, to the tenacity of technocracy and to the hubris of Silicon Valley."

www.nytimes.com/2025/04/04/o...

04.04.2025 23:35 β€” πŸ‘ 13    πŸ” 0    πŸ’¬ 0    πŸ“Œ 1

Warning signs you're dealing with a cynic:

* says β€œthat’ll never work...” before any evidence
* often assumes the worst of people
* every interaction is a 0-sum game
* uses criticism to signal competence

2/2

04.04.2025 03:42 β€” πŸ‘ 23    πŸ” 3    πŸ’¬ 1    πŸ“Œ 1

Every profession has its personality types. In my experience the most difficult people to work with are cynics - no matter how talented they may be.

Healthy skepticism is positive and curious. Cynicism is not - it's judgmental. The difference is under-appreciated.

1/2

04.04.2025 03:42 β€” πŸ‘ 29    πŸ” 2    πŸ’¬ 1    πŸ“Œ 0

A wonderful scholar and person, he is. Taught me so much.

04.04.2025 01:45 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Meta has one VP for every 300 employees. They’re a dime a dozen.

03.04.2025 06:35 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

This tour de force overview by the incomparable Alan Willsky (my former advisor) is well worth reading, and a great reference for anyone studying AR models for generation.
citeseerx.ist.psu.edu/document?rep...

03.04.2025 03:52 β€” πŸ‘ 7    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
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Autoregressive models have become more popular recently. Speaking to people, I get the sense most folks are unaware of the history of the topic in signal processing. In particular, AR across scale got a lot of attention in the 90s. There are a lot of great papers on the subject but one stand out…..

03.04.2025 03:52 β€” πŸ‘ 47    πŸ” 5    πŸ’¬ 2    πŸ“Œ 0

I think the "zero" connotation came before "digit" though. So perhaps arabic inherit that more directly from sanskrit

31.03.2025 18:22 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

monsieur le zero

31.03.2025 00:56 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

A cipher (or cypher) is an algorithm for performing encryption or decryption - the foundation of all of cryptography research and practice.

Not widely appreciated is that the word cipher has its direct origin in the arabic word ءفر (sifr) meaning zero.

Andءفر itself roots to sanskrit ΰ€Άΰ₯‚ΰ€¨ΰ₯ΰ€― (Ε›Ε«nya)

30.03.2025 23:45 β€” πŸ‘ 23    πŸ” 2    πŸ’¬ 3    πŸ“Œ 2
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give this kid a PhD

28.03.2025 03:30 β€” πŸ‘ 88    πŸ” 10    πŸ’¬ 1    πŸ“Œ 4

A man walks into a library and asks whether they have a book on Pavlov’s dog and Schrodinger’s cat. The librarian thinks for a moment and says β€œit rings a bell, but I’m not sure if it’s in or not”

27.03.2025 06:15 β€” πŸ‘ 23    πŸ” 5    πŸ’¬ 0    πŸ“Œ 0

I posted this thread four months ago. To my knowledge not a single one of these 10 basic features has been implemented on this website. It can’t be that hard.

26.03.2025 03:04 β€” πŸ‘ 5    πŸ” 0    πŸ’¬ 2    πŸ“Œ 0
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Model Distillation

24.03.2025 03:12 β€” πŸ‘ 38    πŸ” 4    πŸ’¬ 0    πŸ“Œ 0

Bonus: this form is flexible enough to adapt both the length and to different audiences.

n/n

21.03.2025 02:11 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

And finally, use the last 5-10 minutes to summarize and talk about what you think are important new directions to pursue in research and how these could have impact for the team and the products of the company, or the department and their areas of interest and growth.

3/n

21.03.2025 02:11 β€” πŸ‘ 4    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

Second, you can spend the next 20-25 minutes doing a deep dive on just one of them - say, the one you're most proud of, or the one that matches the hiring team/departments interests and needs best.

2/n

21.03.2025 02:11 β€” πŸ‘ 3    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

First, a short snippet of your overall set of technical accomplishments. For instance, you might spend the first 15 minutes giving short overviews of a few of your works/papers - it's also very good to draw a theme across them if there is one.

1/n

21.03.2025 02:11 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 2    πŸ“Œ 0

In some ways it's harder than ever to land a research job these days - both in academia and in industry.

As you prepare for a job talk, consider giving it the following structure - it's hard to give a bad talk that's built like this.:

0/n

21.03.2025 02:11 β€” πŸ‘ 30    πŸ” 3    πŸ’¬ 3    πŸ“Œ 0
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The Power of Context: How Multimodality Improves Image Super-Resolution

Kangfu Mei, Hossein Talebi, Mojtaba Ardakani, Vishal M. Patel @docmilanfar.bsky.social Mauricio Delbracio

tl;dr: condition SR model on RGB+depth+segmentation (which you can predict from RGB)-> PROFIT
arxiv.org/abs/2503.14503

19.03.2025 09:58 β€” πŸ‘ 15    πŸ” 3    πŸ’¬ 0    πŸ“Œ 0
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a bag of lay 's chips is being poured out of it ALT: a bag of lay 's chips is being poured out of it
19.03.2025 01:09 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

I had these slides in a deck for a couple of years. For tired of seeing people use SURE to derive Tweedie. Though I’m sure it will keep happening. πŸ˜€

19.03.2025 00:47 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

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