Eric J Ma Bayesian Statistical Analysis with Python PyCon 2017

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  • เผยแพร่เมื่อ 30 มิ.ย. 2024
  • "Speaker: Eric J. Ma
    You've got some data, and now you want to analyze it with Python. You're on your way to greatness! Now the problem comes: do I do the t-test? Chi-squared test? How do I decide? In this talk, inspired by many Pythonista Bayesians (@jakevdp, @allendowney, @twiecki, @fonnesbeck) before, I will show you how you can take common statistical decision problems, formulate them as a Bayesian analysis problem, and use PyMC3 as your workhorse tool for gaining insights. This talk will be math-light and code-heavy, and if you download the slides, you'll have a simple template for more complex Bayesian analysis down the road!
    Slides can be found at: speakerdeck.com/pycon2017 and github.com/PyCon/2017-slides"

ความคิดเห็น • 14

  • @eunylsonlopes4774
    @eunylsonlopes4774 4 ปีที่แล้ว

    One of the most pragmatic presentations on Bayesian Inference I've seen so far on TH-cam! Congrats and thank you! :)

  • @ThePaintingpeter
    @ThePaintingpeter 7 ปีที่แล้ว +2

    This was a fantastic talk! The level of 'expertise' it was aimed for was great! Thank you.

  • @arielsoto6509
    @arielsoto6509 2 หลายเดือนก่อน

    Excellent presentation!

  • @user-or7ji5hv8y
    @user-or7ji5hv8y 5 ปีที่แล้ว +2

    great presentation! very clear examples, really helps to learn pymc3.

  • @matthewdrury6443
    @matthewdrury6443 7 ปีที่แล้ว +1

    Good talk. When you compare the histograms of posterior samples, you have them lined up vertically. It would be really useful to do `sharex=True`, then the viewer could visually compare the posteriors.

  • @niceday2015
    @niceday2015 2 ปีที่แล้ว

    Great talk, I learn quite a lot from that. Thank you!

  • @bharatruparel9424
    @bharatruparel9424 7 ปีที่แล้ว +9

    Hello Eric, Can you do Bayesian Statistical Analysis in Python course for Datacamp along these lines? I enjoyed your Network Analysis course I and am looking forward to do recently released follow up course.

    • @juliocardenas4485
      @juliocardenas4485 2 ปีที่แล้ว

      Bharat, do you have a link to the network analysis course ?

    • @bharatruparel9424
      @bharatruparel9424 2 ปีที่แล้ว +1

      @@juliocardenas4485 Sorry Julio, I don't have the DataCamp membership any more

  • @juliocardenas4485
    @juliocardenas4485 2 ปีที่แล้ว

    Beautiful

  • @hasben0
    @hasben0 10 หลายเดือนก่อน

    Bro is funny😂😂. Keept me engaged for sure👍💯

  • @user-wr4yl7tx3w
    @user-wr4yl7tx3w ปีที่แล้ว

    But how was practical equivalence set?

  • @ivanzakharchuk7952
    @ivanzakharchuk7952 2 ปีที่แล้ว

    For some reason pm.traceplot(coin_trace) doesn't execute in my notebook. It gets stuck and don't show graphs. Did anyone has this problem and how to fix it?