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Goodhart's Law and Overfitting
Here's your daily briefing:
Also we still have a fever, so forgive us for the lighter, more link-heavy post!
Research scientist Jascha Sohl-Dickstein shared his first blog post, which is about Goodhart's law ("when a measure becomes a target, it ceases to be a good measure") as applied to machine learning and the problem of overfitting.

Also -- the blog post isn't about AI -- but the ideas in the post very much color my own fears about how AI may go wrong. The post is about how greater efficiency can lead to harmful unintended consequences.
— Jascha Sohl-Dickstein (@jaschasd)
1:07 AM • Nov 7, 2022
Check out this Airbnb we just rented:

Just kidding, that's a sample from the Lexica Aperture model 😮 :
Here are a few architecture samples from the Lexica Aperture model. Real-world coherence has improved, but when you look closely there are still weird artifacts.
— Sharif Shameem (@sharifshameem)
8:47 PM • Nov 10, 2022
We agree, Chris. If you're thinking about learning some valuable data science skills, definitely do not go into debt before you check out these FREE resources:
Don't go into decades of student debt just to get a job in Data Science.
Learn Python, SQL and other valuable tech skills with these free resources:
— Chris Staudinger (@ChrisStaud)
6:40 AM • Nov 11, 2022
The news has been proven to be bad for your mental health. This 12 year old may have done more for collective well-being than the next 100 adult "mental health advocates":
It's never too early to start on @Gradio and @huggingface Spaces😃- Helped my 12 yo nephew to build an ML App for his inter-school science project. This project helps in social wellbeing by giving people a choice to filter negative and positive News.
— Yuvi (@yvrjsharma)
6:29 AM • Nov 11, 2022
Could this new prompt-based search engine by Metaphor be part of a breakthrough in internet search? Google has certainly held the mantle for long enough...
It’s trained to predict the next *link* (similar to the way GPT-3 predicts the next *word*). You prompt it by writing a phrase that looks like it could end with a link:
2/
— Metaphor (@metaphorsystems)
5:59 PM • Nov 10, 2022
Wild to think of this a year or two from now:
Manhattan NeRF x Deforum Stable Diffusion.
We are in awe how AI reimagined this cityscape of New York we captured a while back.
#instantNeRF#InstantNeRFSweepstakes
@NVIDIAAIDev@jonstephens85@paultrillo#StableDiffusion #ai#deeplearning#3d— FilmSpektakel (@FilmSpektakel)
4:09 PM • Nov 10, 2022
We're quite curious to know what Sam is detecting on "radar through the fog" that the rest of us haven't even thought about 🤔
a thing about research i didn't get before openai:
frequently before a big idea gets figured it out, multiple teams can sort of detect it on radar through the fog. you get an idea of where it's going to be and the rough shape far before anyone actually lays eyes on it.
— Sam Altman (@sama)
7:02 PM • Nov 10, 2022
And now, some generative art:
Santa was always an artist this is just a different medium #midjourney
— Santa (@HoHoHo420Santa)
2:09 PM • Nov 11, 2022
Logging in #AIart#AiArtwork#aiartcommunity
— Eყҽ ϝσɾ AI 👀 (@eye_for_ai)
7:32 PM • Nov 11, 2022
testint v4 #midjourney #digitalart#AIIA
— Danilo R.L (@danilor99320507)
6:59 PM • Nov 10, 2022
“Snow Day” By ZenoTech_AI (Made using Midjourney AI) #AIart#AiArtwork#aiartcommunity
— Eყҽ ϝσɾ AI 👀 (@eye_for_ai)
6:32 PM • Nov 11, 2022
The portal into the latent space
#midjourneyV4#airart#aiartcommunity
— unimatrix0.x (@UniMatrixZ0)
6:34 PM • Nov 11, 2022

We'll see you tomorrow!