Sandwichly

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Sandwichly

  1. 1. Common Problem
  2. 2. • Ham• Swiss cheese• Mayonnaise• Ham• Cheddar• Mayonnaise• Turkey• Swiss cheese• Dill pickle * After four steps of ingredient name clean-up.
  3. 3. • Ham Cheddar• Swiss cheese Mayonnaise• Mayonnaise• Ham Ham• Cheddar• Mayonnaise Swiss cheese Dill pickle• Turkey• Swiss cheese Turkey• Dill pickle
  4. 4. • Ham Cheddar 1• Swiss cheese Mayonnaise• Mayonnaise 1 2• Ham 1 Ham• Cheddar• Mayonnaise Swiss cheese Dill pickle 1• Turkey 1 1• Swiss cheese Turkey• Dill pickle * Weights are also learned from user interaction with Sandwichly
  5. 5. Cheddar 1 MayonnaiseGiven:Turkey 1 2 1 HamSuggest: Swiss cheeseSwiss (1) Dill pickleDill pickle (1) 1Ham (0) 1Cheddar (0) 1 Turkey 1
  6. 6. Cheddar 1 MayonnaiseGiven:Turkey 1 2Dill Pickle 1 HamSuggest: Swiss cheese 0.8Swiss (1.8) Dill pickleHam (0) 1 2Cheddar (0) 1 1 Turkey 1
  7. 7. 0.32 Cheddar 1 MayonnaiseGiven: 3Turkey 1 2 0.64Dill PickleMayonnaise 1 HamSuggest: Swiss cheese 0.8Swiss (1.8) Dill pickleHam (0.64) 1 2Cheddar (0.49) 1 1 Turkey 1
  8. 8. INGREDIENTSI:,P Y T H O N , Y U M M LY A PmongoDB/MAPREDUCE,FLASK, HTML5/D3.js, TWITTERBOOTSTRAP, AWS.
  9. 9. • Eric Zilli Me • PhD Neuroscience • Decision making to maximize reward• Enjoy cameras, lights, microphones • And eating sandwiches
  10. 10. Thanks!

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