Cassie Kozyrkov

Cassie Kozyrkov

Cassie is a startup CEO and Google's former Chief Decision Scientist. This is her channel for cheekily simple explanations of fancy-sounding things. ❤️ Stats, AI, data, puns, art, sci-fi, theatre, travel, decision science.

Decision Intelligence = Data Science + Decision Science

How to avoid AI disasters

How to avoid AI disasters

The promise and peril of AI

The promise and peril of AI

Decision Intelligence Q&A

Decision Intelligence Q&A

Whose job does AI automate?

Whose job does AI automate?

Пікірлер

  • @hanif72muhammad
    @hanif72muhammad21 сағат бұрын

    have you guys watch AI learn how to walk? it mostly brute force and takes a lot of time and the result are mostly hilarious. yeah I don't think AI will take over anytime soon, but maybe far in the future

  • @gerrypaolone6786
    @gerrypaolone67865 күн бұрын

    Cassie my prior about you being a frequentist is 90%

  • @LaHoraMaker
    @LaHoraMaker7 күн бұрын

    I still wonder about Granite models, given their own Merlinite trained versions are much more performant.

  • @aaradhyadixit4322
    @aaradhyadixit43228 күн бұрын

    A vlog by one of my favourite teachers! Loved your MFML series..

  • @julianb.8749
    @julianb.87499 күн бұрын

    "a toilet"

  • @CLL-mr3kz
    @CLL-mr3kz9 күн бұрын

    Best Notification, 🥰

  • @ammarjamsheddataalchemist6627
    @ammarjamsheddataalchemist66279 күн бұрын

    Wow sounding powerful the Great Cassie !!

  • @competidor64
    @competidor649 күн бұрын

    Thanks Cassie K desde Colombia

  • @JuanMacrame
    @JuanMacrame9 күн бұрын

    Noone is ever clear about what it is we will actually do. For work, I mean not a hobby. Much research shows that we thrive when we strive. We need purpose. Challenges. Again, she says words but nothing concrete...

  • @sashayakubov6924
    @sashayakubov692410 күн бұрын

    1:17 - at last, someone dared to combine math with ballet dancing!

  • @qwertypoiyoity9109
    @qwertypoiyoity910914 күн бұрын

    Damnit you anticpiated my smartass comment that coins aren't perfectly balanced XD

  • @user-mh3vg3tt3t
    @user-mh3vg3tt3t17 күн бұрын

    Thank you very much! I suppose I've finally got it.

  • @derekschmidt5705
    @derekschmidt570520 күн бұрын

    You said at the beginning you would flip the coin until it turned up heads, and that sounded like it was going to be interesting. And then you dwelled on exactly that one coin flip. It would have been more interesting if you spoke more instead about how many more coin flips might be necessary from a data set before you get 50 heads. This would be evaluated from the already-gathered coin flip data. I feel like a single data point of a single coin flip isn't a useful frame when you're anywhere close to statistics.

  • @kanacaredes
    @kanacaredes21 күн бұрын

    my god!!!

  • @egyptian_thoth
    @egyptian_thoth22 күн бұрын

    I'm looking for the full 10-hour course but can't find it anywhere. Does it still exist?

  • @Deadlytenor21
    @Deadlytenor2124 күн бұрын

    The irony will be ai seeing humans as an inneficiency. Then what?

  • @aaradhyadixit4322
    @aaradhyadixit432225 күн бұрын

    a beautiful vlog in a beautiful city presented by a beautiful host.. entertaining as always :)

  • @rasmusfoy
    @rasmusfoy26 күн бұрын

    Thank you Cassie. I finally deeply understood H0

  • @aaradhyadixit4322
    @aaradhyadixit432226 күн бұрын

    the subtle humor in between makes the course so much more engaging.. One of the greatest instructors i've ever seen..i can't believe i completed a 1.5 hr video in one go.. kudos to Cassie, admirable job..

  • @cse03raghuveerawankar31
    @cse03raghuveerawankar3126 күн бұрын

    It's a domain which really needs a lot of research, good work!

  • @armsofsorrow1000
    @armsofsorrow100028 күн бұрын

    Is midjourney integrated into photoshop? Or is that a photoshop feature?

  • @ABHISHEKSINGH-nv1se
    @ABHISHEKSINGH-nv1seАй бұрын

    Who knows the coin might still be flipping inside her palm untill i see the result.

  • @gordonthomson7533
    @gordonthomson7533Ай бұрын

    All true but it won’t occur as long as AI is owned by a mega corp.

  • @johannortje1594
    @johannortje1594Ай бұрын

    Thanks for this.

  • @jessamaeabrina2663
    @jessamaeabrina2663Ай бұрын

    I love youuuuuuuuuu

  • @pedromoya9127
    @pedromoya9127Ай бұрын

    Very insightful talk, improve my vision about the topic, thanks

  • @sousou_no_freiren
    @sousou_no_freirenАй бұрын

    Many ways that this is wrong. Sorry but Bayesian stat does not give a whit about perspective. Only priors and posteriors.

  • @100IQu
    @100IQuАй бұрын

    Jem Corcoran, A math professor at Colorado University says probability is about the future and statistics is about the past. I think, frequentists will say that one of the pasts either happened or didn't happen and there is no probability and they have nothing to say about the past. Am I correct? The random variables, is it a frequentist idea or a Bayesian idea or some-other-statistian's-name-ian idea?

  • @100IQu
    @100IQuАй бұрын

    Is it correct to say all frequentists will have the same answer given the same data and all Bayesians will have the same answer given the same data and the same initial beliefs?

  • @100IQu
    @100IQuАй бұрын

    Bayesians may have a notion of error. In fact they should at least based only on your video. If I ask a Bayesian what the error is, they should have an opinion about it. To say there is no error is frequentist because they feel the error is 0 or 1. Since they can't know for sure, there don't want to concern themselves about it. I am not sure I am right about the third last sentence of the paragraph. Maybe, if we ask about their opinion about the probability that error is greater than some percentage, they should have an answer, I believe. But, there are 2 types of Bayesians. One kind that uses Bayesian methods to calculate probabilities. Other kind that actually believes that the mean of a population or some other statistics is actually random.

  • @iaankaone
    @iaankaoneАй бұрын

    Hi & thank you for that motivational tutorial. Question: how do I correctly specify identify the distribution of the data to simulate for univariate, bivariate and multivariate data situations?

  • @RafaelRabinovich
    @RafaelRabinovichАй бұрын

    Thank you for your clear explanation!

  • @TheCogitatingCeviche
    @TheCogitatingCevicheАй бұрын

    I like to use the metaphor "AI is a unicorn in a China shop."

  • @snowblossom6984
    @snowblossom6984Ай бұрын

    Thank you for saving my brain cells that were about to be destroyed by watching several other videos on p-values 〒▽〒

  • @user-pg7pz1gx2e
    @user-pg7pz1gx2eАй бұрын

    holy sh this is the best video i've watched im taking ap psych and i had no clue what this meant. thank yo uso much

  • @AzharKhan-wn8wy
    @AzharKhan-wn8wyАй бұрын

    “The truth has already been fixed in the universe”. Powerful, powerful stuff. 🙏

  • @AzharKhan-wn8wy
    @AzharKhan-wn8wyАй бұрын

    Frequentists: Bayesians are bull****s Bayesians: Probability of that is 50%

  • @fredi9204
    @fredi9204Ай бұрын

    Bayesian statistics presume the world is uncertain and there are things we don't know about. To make any sense of the world requires reasoning and ability to adapt one's views to experience. If the coin landed tails 50 times in a row, a Bayesian would check if the coin had tails on both sides. To be a good bayesian statistician requires good ability to reason and a lot of experience; there is no shortcuts. Bayesian statistics is logically very unpopular among academics. To them, statistics is a tool to avoid dealing with feelings of uncertainty. This is why they often ask wrong questions, exclude significant datapoints, miss confounding factors, their studies often fail to reproduce, and they come up with nonsensical theoretical models. Frequentist statisticians are only useful if being led by Bayesians and kept on short leash. Case in point: Warren Buffett vs academic proponents of efficient market hypothesis, who keep counting sigmas in poverty.

  • @atomicpimp344
    @atomicpimp344Ай бұрын

    Diseases have cures. But its not profitable to PTB. And to pass and obtain what you want, you sell us this Tedx story. Smh.

  • @PersonalNotPrivate-rl8dv
    @PersonalNotPrivate-rl8dvАй бұрын

    That's a tough one if for no other reason than because my understanding at this time in my life, is at least in the context of a decision justifiably claiming prospectively less value away from deeming the null hypothesis as necessarily true, does not also, in and of itself ipso facto, pertaining to the prospective manifestation of a statistically significant p-value upon and after calculations resulted thereby, also _necessarily_ justify contending an alternative hypothesis is tantamount to a premise worth fully accepting and agreeing with, at least insofar as potentially reliably make use of such an alternative hypothesis insofar as potentially soundly asserting the existence of ipso facto commensurate truth per se, insofar as what the alternative hypothesis reasonably connotes numerically insofar as how results of calculations thereabout of a samples(s() data in fact be a prospectively reliable reflection (if you will) of a population's emplacement of the purported relationship being investigated, - but also given that to get a better notion of such matters a context and demonstration is arguably a necessary prerequisite insofar as a deep dive from an analytical perspective and not the _executive level_ that was presented with that video. And I can't imagine it would be summed up (pun intended) if doing so in brief form or fashion, to put it mildly. Now, I shall consider embarking on a moment of silence and while thinking positive thoughts about the video's maestro. I got well more than I paid for on my student KZread Premium subscription therefrom its viewing and commentary herein insofar as thinking about it wherever it may have gone or went, at least insofar as how quick and dirty estimates in the mind shake out accordingly, based upon my experience and observation(s) so far, such as they may have been. Basset hounds may be the superior species but also, we've been known to chase our own tails. 🤠

  • @PersonalNotPrivate-rl8dv
    @PersonalNotPrivate-rl8dvАй бұрын

    Tiny probability in the face of those unknowns?,... seems like something a frequentist might probably recoil from and shiver/quiver. 😮‍💨🧐🥸

  • @PersonalNotPrivate-rl8dv
    @PersonalNotPrivate-rl8dvАй бұрын

    Ah, I edit, therefore I subsist in persisting.

  • @PersonalNotPrivate-rl8dv
    @PersonalNotPrivate-rl8dvАй бұрын

    But, also, no, I'm swilling down my third cup of coffee today. Sleepy would not be the word for it. Assertion denied. 🤪

  • @PersonalNotPrivate-rl8dv
    @PersonalNotPrivate-rl8dvАй бұрын

    Chicken or egg problem / Dealer's choice I reckon, oh yes I do, because, duh, duh, duh -- If you understand the purpose and use of null hypotheses before attempting to convey p-values vis-à-vis to them, _and_ have some basic understanding of probabilities then it seems to me you're well on your way to estimating something somehow.

  • @yashvander
    @yashvanderАй бұрын

    I'm thankful to my recall mindset today (or I trusted youtube's recall haha), that I found this video (Found it buried deep in the search results).

  • @Alden_Indoway
    @Alden_IndowayАй бұрын

    After she’s flipped the coin but before she’s revealed it, she says there is now a true answer but we just don’t know it yet. But I would say, even before she’s tossed the coin, there is a true answer, assuming we don’t live in a multiverse. Before she’s tossed the coin, it will still come to pass that the coin will either land heads up or tails. It’s still a truth that exists but which we don’t have any way of knowing. As we saw, the coin ended up landing tails up. So before she tossed the coin, it was true that after the toss it would it would turn out to be tails, even though at that time there was no way of knowing it.

  • @vagabond197979
    @vagabond197979Ай бұрын

    At Google they don't know the difference between a boy and a girl so keep that in mind while watching.

  • @christophereric1407
    @christophereric1407Ай бұрын

    Is this a mathematical Jones’ vs Jones’s debate? Or like the Oxford comma vs the illiterate non- Oxford crowd? I suspect so.

  • @alenagenjayeva4143
    @alenagenjayeva4143Ай бұрын

    Точно

  • @CupOfSweetTea
    @CupOfSweetTeaАй бұрын

    This isn't true. The null hypothesis is constructed before the event. You cannot have p values retrospectively.