Download - 20151020 Metis
machine learning in practicemetis 2015.10.20
data science problems are ambiguoussolve for x
x = 5 + 2
proj
ect e
volu
tion
A x = b optimize f(x)
optimize A x = b
subject to f(x) > 0
optimize “our profitability”
origins of ambiguitymany feasible approaches
origins of ambiguityunclear problems
identify the best locations to plant new treeshow many? what kinds of trees? move old trees? replace old trees?
aesthetically pleasing? maximize growth? increase foliage? offset CO2 emissions?
scientific methodhypothesis
experimentmeasurement
agile programmingstory/user cards
write codeQA; requirements churn
lean startupbusiness requirements
minimum viable productsplit testing, A/B testing
human-centered designpersonas, use cases
build device prototypessurveys, interviews, focus groups
iterative problem solvinganticipate refining your solution
generate ideas
build prototypeevaluation
1-4 week iterations
a few case studies
data-driven expertise explorationprocter & gamble
data-driven expertise explorationprocter & gamble
data-driven expertise explorationprocter & gamble
Lorem Ipsum: a narrative about blankets.
Author: Charlie Brown
Date: 31 Jan 2012
Lorem Ipsum is a dummy text used when typesetting or marking up documents. It has a long history starting from the 1500s and is still used in digital millennium for typesetting electronic documents, page designs, etc.
In itself, the original text of Lorem Ipsum might have been taken from an ancient Latin book that was written about 50 BC. Nevertheless, Lorem Ipsum’s words have been changed so they don’t read as a proper text.
Naturally, page designs that are made for text documents must contain some text rather than placeholder dots or something else. However, should they contain proper English words and sentences almost every reader will deliberately try to interpret it eventually, missing the design itself.
However, a placeholder text must have a natural distribution of letters and punctuation or otherwise the markup will look strange and unnatural. That’s what Lorem Ipsum helps to achieve.
I would like to thank Peppermint Patty for her support on studying
Lorem Ipsum as well as the infinite wisdom of Linus van Pelt and his willingness to use his blanket in my experiments.
data-driven expertise explorationprocter & gamble
data-driven expertise explorationprocter & gamble
data-driven expertise explorationprocter & gamble
data-driven expertise explorationprocter & gamble
data-driven expertise explorationprocter & gamble
data-driven e-discoverydaegis
abou
t pat
ent
not
abou
t pat
ent
data-driven e-discoverydaegis
abou
t pat
ent
not
abou
t pat
ent
turn over to plaintiffdon’t
turn over to plaintiff
adverse inference
data-driven e-discoverydaegis
abou
t pat
ent
not
abou
t pat
ent
turn over to plaintiffdon’t
turn over to plaintiff
adverse inference
give away trade secrets
data-driven e-discoverydaegis
abou
t pat
ent
not
abou
t pat
ent
turn over to plaintiffdon’t
turn over to plaintiff
adverse inference
give away trade secrets
data-driven e-discoverydaegis
turn over to plaintiffdon’t
turn over to plaintiff
data-driven e-discoverydaegis
data-driven e-discoverydaegis
create a “document map”
algorithm design
patents
marketing
finances
fantasy footballlunch
coffee
data-driven e-discoverydaegis
create a “document map”
fantasy football
algorithm design
patents
lunch
marketing
finances
coffee
review away shades of grey
reduce reviews by 90-99%
data-driven e-discoverydaegis
data-driven e-discoverydaegis
data-driven e-discoverydaegis
data-driven privacyscrubadub
Hey Bo,
Our scrubadub project is available at http://github.com/deanmalmgren/scrubadub and if anyone wants to help, they should totally swing by our office at Adams and Wells in Chicago (soon to be 17 N State) and pitch in. Of course, you can always just reach out on Twitter (@deanmalmgren), skype (dean.malmgren) or just about anything else for that matter.
Hokey dokey. See you in a bit.Dean
Hey Bo,
Our scrubadub project is available at http://github.com/deanmalmgren/scrubadub and if anyone wants to help, they should totally swing by our office at Adams and Wells in Chicago (soon to be 17 N State) and pitch in. Of course, you can always just reach out on Twitter (@deanmalmgren), skype (dean.malmgren) or just about anything else for that matter.
Hokey dokey. See you in a bit.Dean
data-driven privacyscrubadub
Hey Bo,
Our scrubadub project is available at http://github.com/deanmalmgren/scrubadub and if anyone wants to help, they should totally swing by our office at Adams and Wells in Chicago (soon to be 17 N State) and pitch in. Of course, you can always just reach out on Twitter (@deanmalmgren), skype (dean.malmgren) or just about anything else for that matter.
Hokey dokey. See you in a bit.Dean
data-driven privacyscrubadub
Hey Bo,
Our scrubadub project is available at http://github.com/deanmalmgren/scrubadub and if anyone wants to help, they should totally swing by our office at Adams and Wells in Chicago (soon to be 17 N State) and pitch in. Of course, you can always just reach out on Twitter (@deanmalmgren), skype (dean.malmgren) or just about anything else for that matter.
Hokey dokey. See you in a bit.Dean
data-driven privacyscrubadub
Hey Bo,
Our scrubadub project is available at http://github.com/deanmalmgren/scrubadub and if anyone wants to help, they should totally swing by our office at Adams and Wells in Chicago (soon to be 17 N State) and pitch in. Of course, you can always just reach out on Twitter (@deanmalmgren), skype (dean.malmgren) or just about anything else for that matter.
Hokey dokey. See you in a bit.Dean
data-driven privacyscrubadub
data-driven privacyscrubadub
Hey {{NAME}},
Our {{NAME}} project is available at {{URL}} and if anyone wants to help,they should totally swing by our office at {{ADDRESS}} (soon to be {{ADDRESS}}) and pitch in. Of course, you can always just reach out on Twitter ({{TWITTER}}), skype ({{SKYPE}}) or just aboutanything else for that matter.
Hokey dokey. See you in a bit.{{NAME}}
data-driven privacyscrubadub
placeholders
Hey {{NAME-1}},
Our {{NAME-2}} project is available at {{URL-1}} and if anyone wants to help,they should totally swing by our office at {{ADDRESS-1}} (soon to be {{ADDRESS-2}}) and pitch in. Of course, you can always just reach out on Twitter ({{TWITTER-1}}), skype ({{SKYPE-1}}) or just aboutanything else for that matter.
Hokey dokey. See you in a bit.{{NAME-3}}
data-driven privacyscrubadub
unique identifiers
Hey Josie,
Our bleckenschpiel project is available at http://example.com/bleck and if anyone wants to help,they should totally swing by our office at 42nd & Broadway in New York(soon to be 30th & 8th) and pitch in. Of course, you can always just reachout on Twitter (@b3ujqw9), skype (xylophone1) or just aboutanything else for that matter.
Hokey dokey. See you in a bit.Billy
data-driven privacyscrubadub
surrogate data
government acronympart number
bus route
• • •
namephone number
email address
• • •
data-driven privacyscrubadub
general purpose
custom
machine learning in practicenovelty by design