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20151020 Metis
The document discusses the application of machine learning to tackle ambiguous data science problems, focusing on optimization and human-centered design methods. It also references various data-driven projects and experiments like Procter & Gamble's expertise in e-discovery, including practical examples and code sharing initiatives. Additionally, it mentions collaborative efforts in developing privacy solutions, emphasizing continuous improvement and iterative problem solving.
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20151020 Metis
- 1. machine learning inpractice metis 2015.10.20
- 2. data science problemsare ambiguous solve for x x = 5 + 2 projectevolution A x = b optimize f(x) optimize A x = b subject to f(x) > 0 optimize “our profitability”
- 3. origins of ambiguity manyfeasible approaches
- 4. origins of ambiguity unclearproblems identify the best locations to plant new trees how many? what kinds of trees? move old trees? replace old trees? aesthetically pleasing? maximize growth? increase foliage? offset CO2 emissions?
- 5. scientific method hypothesis experimentmeasurement agile programming story/usercards write codeQA; requirements churn lean startup business requirements minimum viable productsplit testing, A/B testing human-centered design personas, use cases build device prototypessurveys, interviews, focus groups iterative problem solving anticipate refining your solution generate ideas build prototypeevaluation 1-4 week iterations
- 7. a few casestudies
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- 11. Lorem Ipsum: anarrative 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 Pattyfor her support on studying Lorem Ipsum as well as the infinite wisdom of Linus van Peltand his willingness to use his blanket in my experiments. data-driven expertise exploration procter & gamble
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- 18. aboutpatent not aboutpatent turn overto plaintiff don’t turn over to plaintiff adverse inference data-driven e-discovery daegis
- 19. aboutpatent not aboutpatent turn overto plaintiff don’t turn over to plaintiff adverse inference give away trade secrets data-driven e-discovery daegis
- 20. aboutpatent not aboutpatent turn overto plaintiff don’t turn over to plaintiff adverse inference give away trade secrets data-driven e-discovery daegis
- 21. turn over toplaintiff don’t turn over to plaintiff data-driven e-discovery daegis
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- 23. create a “documentmap” algorithm design patents marketing finances fantasy football lunch coffee data-driven e-discovery daegis
- 24. create a “documentmap” fantasy football algorithm design patents lunch marketing finances coffee review away shades of grey reduce reviews by 90-99% data-driven e-discovery daegis
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- 27. data-driven privacy scrubadub Hey Bo, Ourscrubadub 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
- 28. Hey Bo, Our scrubadubproject 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 privacy scrubadub
- 29. Hey Bo, Our scrubadubproject 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 privacy scrubadub
- 30. Hey Bo, Our scrubadubproject 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 privacy scrubadub
- 31. Hey Bo, Our scrubadubproject 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 privacy scrubadub
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- 33. 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 about anything else for that matter. Hokey dokey. See you in a bit. {{NAME}} data-driven privacy scrubadub placeholders
- 34. 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 about anything else for that matter. Hokey dokey. See you in a bit. {{NAME-3}} data-driven privacy scrubadub unique identifiers
- 35. Hey Josie, Our bleckenschpielproject 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 reach out on Twitter (@b3ujqw9), skype (xylophone1) or just about anything else for that matter. Hokey dokey. See you in a bit. Billy data-driven privacy scrubadub surrogate data
- 36. government acronym part number busroute • • • name phone number email address • • • data-driven privacy scrubadub general purpose custom
- 37. machine learning inpractice novelty by design