"How to Trust Your Diffusion Model: A Convex Optimization Approach to Conformal Risk Control. (arXiv:2302.03791v1 [stat.ML])" — A focus on image-to-image regression tasks to arrive at a generalization of the Risk-Controlling Prediction Sets (RCPS) procedure, which allows to provide: i) entrywise calibrated intervals for future samples of any diffusion model, ii) control a certain notion of risk with respect to a ground truth image with minimal mean interval length.

Paper: http://arxiv.org/abs/2302.03791

#AI #CV #NewPaper #DeepLearning #MachineLearning

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Example images

Colorful sculpted flowers (?) on the ceiling of the Bellagio Hotel & Casino in 2019 #LasVegas #art #photography

"Understanding Why ViT Trains Badly on Small Datasets: An Intuitive Perspective. (arXiv:2302.03751v1 [cs.CV])" — A visual intuition to help understand why ViT has a significantly lower evaluation accuracy when trained on small datasets when compared to ResNet-18 with a similar number of parameters.

Paper: http://arxiv.org/abs/2302.03751
Code: https://github.com/BoyuanJackChen/Visualize-Transformer-ResNet18

#AI #CV #NewPaper #DeepLearning #MachineLearning

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Visualization for ViT on CIFAR-…

"Towards causally linking architectural parametrizations to algorithmic bias in neural networks. (arXiv:2302.03750v1 [cs.CV])" — A causal framework for linking an architectural hyperparameter to algorithmic bias to study effect of hyperparameters on inducing biases.

Paper: http://arxiv.org/abs/2302.03750

#AI #CV #NewPaper #DeepLearning #MachineLearning

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The deep learning model develop…

A total of 71 papers in the cs.CV category on arXiv.org today — 45 new, 26 updated.

On with the reading!

#AI #CV #NewPapers #DeepLearning #MachineLearning

This is why I always carry cash.
https://patreon.com/lowqualityfacts

Hatching a Teeny Tiny Zebra Finch. Great little video featuring the incubation of an abandoned egg and the hatching of a bird smaller than a human fingernail. I was riveted by the birth and first feeding. https://kottke.org/23/02/hatching-a-teeny-tiny-zebra-finch

Magnemuffin is finished!

#mastoart #illustration #dibujo #drawing #pokemon #anime #animeart

Not to brag, but I was spewing out hilariously incorrect information before huge tech companies decided to create AI chatbots and ruin the internet.

I've always wondered why barns are red.
https://patreon.com/lowqualityfacts

People who don't speak a word of German are far too confident in their ability to assassinate baby Hitler if given the opportunity to time travel.

I swear typos are gonna be the depth of me.

And as if we didn’t have enough misinformation around (and lots of people going ga-ga over #ChatGPT and how great it is at beating search engines …) apparently Google now has their own misinformation engine — Bard.

Predictably, on one of its first public appearances, it spouted misinformation. But then again, probably a lot of people didn’t notice. Heck, people at Google probably didn’t notice since they showed it off proudly 😛

I’m going to call all these AIs (which is a misnomer anyway) MEs (Misinformation Engine) from now on …

https://www.engadget.com/google-bard-chatbot-false-information-twitter-ad-165533095.html

It’s only going to get worse …

#ChatGPT #Bard #ConversationalME

Since I’ve moved instances, I guess it’s time for another #introduction!

I’m a #data scientist and #MachineLearning engineer based in #NYC. I don’t really like making my employer part of my identity, but I currently work at Flatiron Health, and I was previously a quantitative finance researcher at a hedge fund. My career has brought me into communities for #OpenSource, #bayes and #NLP, where I usually go by Eigenfoo 🧑‍💻📚

Red Flowers

2023-01-16/17 day 217/218 of doing art every day for a year (mostly - I took sick days off).

This is me having fun. I think it could be done better, but I'm not there yet. I'll work on it.

I've uploaded a Timelapse for this piece. You can view it here:

https://youtube.com/shorts/YrdI0iCoauk

If you want to view older artworks I've done, I'm posting them to my blog at https://LMAshton.com. It'll be a little while until I've got them all posted.

#ArtMatters #AYearForArt #Procreate #ProcreateArt #DigitalArt #WomensArt #WomenArtists #ArtistsOnMastodon
A digital painting. In the fore…

Just getting back from #Photo #Trip to #Banff and the #CanadianRockies. What an amazing trip. This was an #ice #formation on #AbrahamLake.

#LandscapePhotography #Photography #Nature #NaturePhotography #Winter #Snow #mountains #PhotoOfTheDay

Colorful Dragon
Midjourney 4 AI Art
#stablediffusion #dalle2 #dalle #aiart #nightcafe #midjourney

Oranges in Oil

2023-01-14/15 day 215/216 of doing art every day for a year (mostly - I took sick days off).

This was another experiment using oil paints in Procreate. Obviously not real oil paint, but brushes that are designed to simulate oil paint. And the more playing I do with these brushes, the more I love them. They're fun!

#ArtMatters #AYearForArt #Procreate #ProcreateArt #DigitalArt #WomensArt #WomenArtists #ArtistsOnMastodon
A digital oil painting. Oranges…

Lotus

2023-01-12/13 day 213/214 of doing art every day for a year (mostly - I took sick days off).

This was another experiment, ie me having fun.

#ArtMatters #AYearForArt #Procreate #ProcreateArt #DigitalArt #WomensArt #WomenArtists #ArtistsOnMastodon
A pink lotus in front, green le…

Debug neural network layers without changing your code!

pip install surgeon-pytorch

Inspect layers, debug, and even train separately with this tool to make your machine learning life easier!

#machinelearning #datascience #python #deeplearning #kaggle #career #tech