DeepRecursiveAINeuralnets(DRAIN) _ TheoryofInventiveProblemSolving(tips)
Use AI assistance asymmetrically to SERVE first.
Develop Locally, DEPLOY TO THE CLOUD!
We are completely into the intelligence of sewer drains.
It's about the POTENTIAL of humankind and what humanity is MUST do.
Humans not only can but must and WILL flush whatever shit they produce!
Regardless of the size of the accomplishment, everything must go down the drain!
LAVIS LAnguage-and-VISion deep learning library for multi-modal AI based on foundation models like ALBEF, BLIP, ALPRO, CLIP...retrieval, captioning, visual Q&A, classification etc built on datasets like COCO, Flickr, Nocaps, Conceptual Commons, SBU, et al
https://t.co/lhHMkHxr4V
Follow the DRAIN for TIPS ...
Theory of Inventive Problem Solving or теория решения изобретательских задач ... and inference engines driven matrices of contradictions.
https://t.co/GKP7iGtnJ7
If you are looking for a SUMMARIZED OVERVIEW that explains how we are building the creVass AI tool ... it turns out that there's an AI for that kind of summarizing.
https://t.co/aTdQXEOh0v
Where do we go from here? We now know we can't always trust the intuitive conclusions of feature attributions. But we can use hypothesis testing to understand these methods. This opens up a new direction: design methods that reliably test properties of trained models.
n/n, n = 6
Excited to finally share that "Impossibility Theorems for Feature Attribution" is published in PNAS.
TL;DR Methods like SHAP and IG can provably fail to beat random guessing.
w/ @natashajaques@PangWeiKoh@_beenkim
PNAS: https://t.co/GvbseQwYkz
arXiv: https://t.co/bTPTyTdGew
Average low temperature across the Lower 48 on Monday and Tuesday will be just under 8°F 📉from the Arctic blast
Dallas probably will sink to around 8° to 10°F
Texas statewide average of around 14.5°F both days.
Inspiring perspective on the future of quantum error correction with neutral atoms. Misha Lukin, Dolev Bluvstein, and Harry Zhou join The Superposition Guy's Podcast.
https://t.co/msCFWCVYJe
@Liv_Lanes This reminds me of the pig who was picked up by the Fulton Surface-To-Air-Recovery-System (FSTARS).
Although the pig was reeled in safely to the FSTARS plane, it attacked the crew of onboard the plane. Not everyone understands or enjoys big leaps upward.
https://t.co/Us7kWf0cFu
The time a guy (by himself!) worked on carving out a tunnel through a mountain for 20 years, only to have it rendered useless by a road…but he still wanted to finish it so he spent another 18 years on it.
https://t.co/gdSYdjxsHr
25th of March, 2021.
GitHub code reviews still garbage.
Why would a reviewer want to leave a comment 5 lines away?
Why would a reviewer want to leave a comment on a commit concurrently with a force push of new rev by the author?
🤬😭
Introducing new information about the brain's waste clearing plumbing system highlighted glaring weaknesses in former neurological research methods.
Great news!
Experimental paradigm were wrong. Everyone was looking in the wrong place, in the wrong way.
https://t.co/B6fD1HXCks
An outline of a tutorial on the glymphatic waste removal system...focusing on nervous lymphatic drainage and blood–brain barrier (BBB) or how peripheral pathological conditions may be detrimental to the central nervous system and enable neurodegeneration.
https://t.co/hrpYonqiCT
This paper uses learning-based framework for dynamic placement of parallel threads to Non-Uniform Memory Access (NUMA) architectures. Under optimal core pinning, each thread runs in a decentralized fashion to significantly reduce computational complexity.
https://t.co/pKng5mmkli
@kelseyhightower Core pinning is not as scary as it sounds! We were able to triple our throughput on the Tau-T2A within a few hours - and it improved perf on x86 as well.
when a pipe is completely clogged the first bit of flow is the toughest. it's tempting to move on after. "I'm free now! time to return to normal" but pipes reclog easy.
this is where tenderness is crucial. we have to be willing to return to the valley if we want to be free.
Wild story, but unfortunately completely characteristic of Google, who love congratulating themselves on their climate credentials but absolutely hate being held to their own standard
They're excluding all non-co2 impacts from flight climate calcs
https://t.co/dy3fxCzpie