Probabilistic Graphical Models in Python

Aileen Nielsen
2016.pygotham....
This talk will give a high level overview of the theories of graphical models and a practical introduction to and illustration of several available options for implementing graphical models in Python.

[@giulliagomes5993]

This is a great video - thank you very much. You did in less than 30 minutes what my MSc couldn't do in a whole semester.

[@ntsdav561]

Aileen - This is a really excellent, well structured, and understandable introduction to PGMS. I tried a few videos before I got to yours - I think your video is the best starting point for a beginner - Thanks

[@reasonerenlightened2456]

Copulation program for athletes using Python.
Eugenics through Python.

[@RedShipsofSpainAgain]

Code starts at 16:12. This is a great talk explaining PGM. Much more succinct than Daphne Koller's course, IMO. Thank you Aileen! Very helpful!

[@reasonerenlightened2456]

Copulation program for athletes using Python.
Eugenics through Python.
Who are the undesirables?

[@nivedyaashokan1863]

This is a very helpful and clear video on Bayesian Networks for dummies. Thank you!

[@mingxinli6799]

Aileen,
Thank you! This is very helpful! Very, very clear! Thank you!

[@aileennielsen5850]

I heard that the link to the code was not working. Here is the link: github.com/AileenNielsen/PyGotham_2016_Probabilistic_Graphical_Models

[@DistortedV12]

This was great, but I wish she would talk about fitting Bayesian models in pgmpy

[@f3punchout]

That was outstanding!! Thank you Aileen.

[@david917654321]

In 13:27, the four input with three outcomes, and in 14:09, the three input with two outcomes...How to calculate the probability there? Was it calculated or by given only ?

[@dungnguyentien2000]

Dear Sir. How to update evidence of node with many states and many evidence. My cpt has 60 rows and 8 columns

[@mawkleygalilio8962]

Thanks a lot ....really helped
code will help more,and will be more than enough.....

[@vaga8bnd]

How do I integrate my excel data which is a classification problem into this bayesian network? I don't get the point that how come is this a learning process? Isn't it just that we calculate the cdp values ONCE and they dont get updated that's it? Help me understand please.

[@benjaminphilips3737]

I am wondering how the trial generate the offer? Can also the result generate any further outcome?

[@ronaktali]

Excellent Talk

[@lazarus8011]

Yo this video is Lit fam

[@gautama4590]

Where can i get that python notebook?

[@gioolioplus]

Thanks

[@samarakeshavarz2800]

Full of bugs! STopped using it!

[@diepnguyen7094]

KSTN-CNTT K60 ĐH BKHN điểm danh =))

[@nguyenminhquang2725]

tach thể dục nhé đồng chí

[@diepnguyen7094]

:V

[@diepnguyen7094]

thi toạch thật anh cắt trym chú =))

[@nguyenminhquang2725]

ý thức con ruồi ,sáng nay lại nghỉ hử

[@diepnguyen7094]

sáng nay ngủ đến 10h :v

[@ghosh5908]

She is handsome...