MITCBMM
Tom Griffiths, Princeton University
Abstract: Recent rapid progress in the creation of artificial intelligence (AI) systems has been driven in large part by innovations in architectures and algorithms for developing large scale artificial neural networks. As a consequence, it’s natural to ask what role abstract principles of intelligence — such as Bayes’ rule — might play in developing intelligent machines. In this talk, I will argue that there is a new way in which Bayes can be used in the context of AI, more akin to how it is used in cognitive science: providing an abstract description of how agents should solve certain problems and hence a tool for understanding their behavior. This new role is motivated in large part by the fact that we have succeeded in creating intelligent systems that we do not fully understand, making the problem for the machine learning researcher more closely parallel that of the cognitive scientist. I will talk about how this perspective can help us think about making machines with better informed priors about the world and give us insight into their behavior by directly creating cognitive models of neural networks.
Bio: I am interested in developing mathematical models of higher level cognition, and understanding the formal principles that underlie our ability to solve the computational problems we face in everyday life. My current focus is on inductive problems, such as probabilistic reasoning, learning causal relationships, acquiring and using language, and inferring the structure of categories. I try to analyze these aspects of human cognition by comparing human behavior to optimal or “rational” solutions to the underlying computational problems. For inductive problems, this usually means exploring how ideas from artificial intelligence, machine learning, and statistics (particularly Bayesian statistics) connect to human cognition. These interests sometimes lead me into other areas of research such as nonparametric Bayesian statistics and formal models of cultural evolution.
I am the Director of the Computational Cognitive Science Lab at Princeton University. Here is a reasonably up-to-date curriculum vitae.
My friend Brian Christian and I recently wrote a book together about the parallels between the everyday problems that arise in human lives and the problems faced by computers. Algorithms to Live By outlines practical solutions to those problems as well as a different way to think about rational decision-making.
I am interested in how novel approaches to data collection and analysis – particularly “big data” – can change psychological research. Read my manifesto and check out the Center for Data on the Mind.
https://cbmm.mit.edu/video/bayes-age-intelligent-machines
Source
Looks like the presentation camera is not proper. IS there a better video?
This is a 360 video clip, very odd choice.
Why is this 360 🤣
Was this style of video intentional? I don't think anyone needs an immersive experience when watching a lecture 😅
why would you post this? does anyone check what they’re posting on the channel before making the videos public? this is unwatchable!
Gonna use my VR headset to make the presentation more immersive
How tf
What is that 😂
Better one, pls. 😢
It feels like I'm actually IN THE SLIDESHOW bruh
Bad imagine
good theme, bad video quality
I thought it was the problem of my settings😂😂
This video is a joke 😂
How to get the information out of this video:
Just below the vid, there is "Abstract: …more". Click that and you can read the story: just the abstract, or the whole script. 😁
One day we will invent an AI powerful enough to record a lecture that is watchable to the human eye!
AI playing practical joke
Nó không hiểu được tiếng nào
سلام بر اندیشمندان جهان
در دین من که رشته ای از تمام ادیان الهی است خداوند در قرآن می فرماید
یک لحظه فکر کردن و تفکر سالم و بدون تعص و با فکر باز بهتر است از هزار سال عبادت
لطفا از شما خواهش میکنم نامه ای که
آقای خامنه ای برای جوانان غرب نوشته را با عنوان (نامه ای برای تو) را بخوانید.
بدون تعصب فکر گنید.
اگر برای شما جالب بود در مورد مذهب ایشان کتاب های ایشان اقای خامنه ای تحقیق کنید
عزیزان من، ما با زیست حیوانی به دنیا مي آییم دنیا را در موقعیت جغرافیایی خود بگونه ای میبینیم که همه برای بقای خود تلاش می کنند
. لی کسانی بعد از مرگ هنوز نام آنها زنده است که برای بقای ناتوان ها و کم توٱن ها تلاش میکنند جاودان است.
ای دوست من تسلیم این دنیای خیالی نشو که پر ان همه به دنبال سکس پول و مقام هستند نشو.
برای هدف از خلقت خود ثقت بگذار
که چرا یک موش نمیتواند بمب هسته ای بسازد ولی انسان میتواند، پس انسان متفاوت است.
و برای چیزی مقدس تر از آنچه دیده می شود در این دنیا پا نهاده
انسان به گفته خداوند بهترین مخلوق خداوند است
پس نباید در حد نیاز های حیوانی سقوط کند انسان قطره ای از دریای خداوند است که ا تنهایی هیچ نیست
ولی وقتی به دریا می رسد تبدیل به خود دریا می شود
از شما عاجزانه خواهش می کنم کمی فکر کنید،،،
خداوند با آغوش باز منتظر توست
اگر باور نداری آغوش ات را به سوی خداوند باز کن تا ببینی چگونه تورا به جایی می برد که تمام طلا های دنیا را تکه سنگی بی ارزش ببینی،،،
🙏🙏🙏🙏 کمی تفکر کنید
الله#
شیعه#
خامنه ای#
❤❤❤❤❤❤❤❤❤❤❤❤❤
wtf lol kind of cool I guess
How about a watchable re-upload???
This video is made for year 2050