DATA SCIENCEFORPRODUCT MANAGERS Tappedin

2016Eugene Mandel

@eugmandel

∎ @eugmandel∎ lead of data science at

directly∎ formerly:

□data science team at Jawbone

□co-founder qualaroo, jaxtr

ABOUT ME

DATA SCIENCE NEEDS PRODUCT MANAGERSsuccess of a data science project has as much to do with product management as with data science

2 KINDS OF DATA SCIENCE B

ANALYZE

A

BUILD

PAYFORPARKINGWITHYOURPHONE

DON’TYOUKNOWME?!

∎ “don’t you know me?!” -> “you get me!”

∎ get smarter with every interaction

∎ reduce search space

SMART PRODUCTS

SMART PRODUCTS

BUT NOT THAT SMART...

SMARTPRODUCTSGOPROBABILISTIC

PRODUCT MANAGERSTO THE RESCUE!

JAWBONE UPMEAL TRACKING

PROBLEM: Input is too difficult.Increase conversion.Decrease churn.

COMMONFOODPAIRINGS

COMMONFOODPAIRINGS

Source: https://jawbone.com/blog/jawbone-up-common-pairings/

My favorite data science algorithm is division.

Monica RogatiFormer VP of Data, Jawbone & LinkedIn data scientist

CLEAN YOURDATA

GUYS CLEAN A DATASET, GET RICH

Show and explain your web, app or software projects using these gadget templates.

PARKING APP

ON DEMAND CUSTOMER SUPPORT

PROBLEM: Choose support tickets that expert users can resolve.

CHOOSETICKETSWITHMACHINELEARNING

IS IT WORKING? QA’ing and evaluatingdataproducts

Image source: https://themouseandthewindmill.wordpress.com

INTERPRETABILITY

Image source:https://en.wikipedia.org/wiki/File:Blue_Poles_(Jackson_Pollock_painting).jpg

3rd partyMLaaSproviders

MACHINE LEARNING IN A BOX?

THANKS!Eugene Mandel@eugmandel

∎ Presentation template by SlidesCarnival∎ Images:

□ http://jedismedicine.blogspot.com/□ Jawbone□ Directly□ Wikipedia□ https://themouseandthewindmill.wordpress.com□ http://www.imdb.com/

CREDITS