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LA Amazon CloudSearch
                                        Meetup
                                                                  January 30, 2013


© 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Welcome
!   Housekeeping

!   Slides will be posted

!   Forms for drawing




© 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Agenda
!   CloudSearch Analytics and Visual Relevancy Ranking -
    Jon Handler, Amazon CloudSearch
!   Using Amazon CloudSearch For Geospatial Search -
    Tom Hill, Amazon CloudSearch
! IMDb User Talk - Matt Pearson
!   Q&A



© 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Amazon CloudSearch: Metrics, and
           the Rank Expression Comparator
                                           Jon Handler / handler@amazon.com




© 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Amazon CloudSearch Overview
                    DNS / Load Balancing                                                                                            AWS Query

Search Domain

    Search API                      Console                    Doc              Command             Console                   Config          Command             Console
                                                              Svc API           Line Tools                                     API            Line Tools

        ACCESS CONTROL                                              ACCESS CONTROL                                                 ACCESS CONTROL

   SEARCH SERVICE                                           DOCUMENT SERVICE                                                  CONFIG SERVICE
     Search Documents                                                     Add Documents                                                  Create Domains

                                                                          Update Documents                                               Configure Domains

                                                                          Delete Documents                                               Delete Domains




© 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Automatic Scaling                                      DATA         Document Quantity and Size




                                           SEARCH INSTANCE                                SEARCH INSTANCE                                 SEARCH INSTANCE
                                             Index Partition 1                               Index Partition 2                               Index Partition n
                                                 Copy 1                                          Copy 1                                          Copy 1
TRAFFIC
Search
Request
Volume and                                 SEARCH INSTANCE                                 SEARCH INSTANCE                                SEARCH INSTANCE
Complexity                                   Index Partition 1                               Index Partition 2                               Index Partition n
                                                 Copy 2                                          Copy 2                                          Copy 2




                                           SEARCH INSTANCE                                 SEARCH INSTANCE                               SEARCH INSTANCE
                                             Index Partition 1                               Index Partition 2                              Index Partition n
                                                 Copy n                                          Copy n                                         Copy n




     © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Agenda
!   Amazon CloudSearch metrics
       •  Know what your customers are doing
       •  Feed forward to improve experience
!   Rank expression comparison
       •  See the effects of changes to ranking
       •  Tune your results to serve what your customers want




© 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
AMAZON CLOUDSEARCH
   METRICS
© 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
© 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Customer Visibility
                                                      !   Understand your users’ searches
                                                                •  Top searches
                                                      !   Evaluate your ranking and improve it
                                                                •  No-result searches
                                                                •  Top documents
                                                      !   Understand Your Footprint
                                                                •  Search count



© 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Top Searches
 Understanding Your Users




  © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Top No-Result Searches




© 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Top Documents




© 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Search Volume




© 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
RANK EXPRESSION
   COMPARISON
© 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Benefits of Good Search Results
!   User satisfaction means user retention
!   Successful searches mean more sales
!   Search is central to user experience




© 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Good Results Serve User Needs
                                                                           Shoes




© 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Evaluating Relevance
!   Relevant – “meets a user’s need in querying the system”
!   No right answer!
       •  “Good” results require human judgment.
!   Context matters: scholarly work or stockholder report
       •  E.g. “president” yields Lee Iococca and Barack Obama


!   Help!


© 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
© 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Demo




© 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
CloudSearch Document

                                                    Title
                                                    Album (Release)
                                                    Artist Name
                                                    Artist Terms (Genre)
                                                    Artist Familiarity
                                                    Artist Hotttnesss
                                                    Song Hotttnesss
                                                    Year

© 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Query Processing
                                                                                                         564                                              726




                                                                                                         726                                              564
Query


                                                                                                         123                                              123


         Matching                                 Filtering                                  Ranking                                                Sorting
  © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Rank Expressions
!   Sources
       •  text_relevance; UINT fields
! cs.text_relevance()
       •  Set field weights – default and individual
!   Functions
       •  time, abs, ceil, erf, exp, floor, lgamma, ln, log2, log10, max, min,
          sqrt, pow
       •  Trig functions (including hyperbolic)


© 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Demo




© 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Tuning
!   What to tune
       •  No-result queries
       •  Top queries
       •  Random queries
!   User behavior
       •  Conversion; Clickthroughs
       •  Logs for full user sessions



© 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Recap
!   Metrics provide a view into your customers’ behavior
       •  Top searches – What your customers want
       •  Zero results – What they can’t find
       •  Top documents – What they are finding
!   Adjust relevance to match customer needs
       •  Tune rank expressions based on metrics
       •  “Compare rank expressions” for fast, easy tuning



© 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Resources
!   Amazon CloudSearch Overview Page
       http://aws.amazon.com/cloudsearch/
       •  FAQs
       •  Community Forum
       •  Documentation & Getting Started Tutorial (IMDb)
!   Demos and Tutorials
       •      What Is Amazon CloudSearch
       •      Introducing Amazon CloudSearch (Features)
       •      Building a Search Application Using Amazon CloudSearch
       •      Getting Started Tutorial
© 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Upcoming Events
 !   Bay Area Amazon CloudSearch Group: March 20 –
     SOMA Central, San Francisco
 !   AWS Summit San Francisco, April 30




© 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.

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Amazon CloudSearch - Relevance, Ranking, Tuning and Analytics

  • 1. LA Amazon CloudSearch Meetup January 30, 2013 © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
  • 2. Welcome !   Housekeeping !   Slides will be posted !   Forms for drawing © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
  • 3. Agenda !   CloudSearch Analytics and Visual Relevancy Ranking - Jon Handler, Amazon CloudSearch !   Using Amazon CloudSearch For Geospatial Search - Tom Hill, Amazon CloudSearch ! IMDb User Talk - Matt Pearson !   Q&A © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
  • 4. Amazon CloudSearch: Metrics, and the Rank Expression Comparator Jon Handler / handler@amazon.com © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
  • 5. Amazon CloudSearch Overview DNS / Load Balancing AWS Query Search Domain Search API Console Doc Command Console Config Command Console Svc API Line Tools API Line Tools ACCESS CONTROL ACCESS CONTROL ACCESS CONTROL SEARCH SERVICE DOCUMENT SERVICE CONFIG SERVICE Search Documents Add Documents Create Domains Update Documents Configure Domains Delete Documents Delete Domains © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
  • 6. Automatic Scaling DATA Document Quantity and Size SEARCH INSTANCE SEARCH INSTANCE SEARCH INSTANCE Index Partition 1 Index Partition 2 Index Partition n Copy 1 Copy 1 Copy 1 TRAFFIC Search Request Volume and SEARCH INSTANCE SEARCH INSTANCE SEARCH INSTANCE Complexity Index Partition 1 Index Partition 2 Index Partition n Copy 2 Copy 2 Copy 2 SEARCH INSTANCE SEARCH INSTANCE SEARCH INSTANCE Index Partition 1 Index Partition 2 Index Partition n Copy n Copy n Copy n © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
  • 7. Agenda !   Amazon CloudSearch metrics •  Know what your customers are doing •  Feed forward to improve experience !   Rank expression comparison •  See the effects of changes to ranking •  Tune your results to serve what your customers want © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
  • 8. AMAZON CLOUDSEARCH METRICS © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
  • 9. © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
  • 10. Customer Visibility !   Understand your users’ searches •  Top searches !   Evaluate your ranking and improve it •  No-result searches •  Top documents !   Understand Your Footprint •  Search count © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
  • 11. Top Searches Understanding Your Users © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
  • 12. Top No-Result Searches © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
  • 13. Top Documents © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
  • 14. Search Volume © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
  • 15. RANK EXPRESSION COMPARISON © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
  • 16. Benefits of Good Search Results !   User satisfaction means user retention !   Successful searches mean more sales !   Search is central to user experience © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
  • 17. Good Results Serve User Needs Shoes © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
  • 18. Evaluating Relevance !   Relevant – “meets a user’s need in querying the system” !   No right answer! •  “Good” results require human judgment. !   Context matters: scholarly work or stockholder report •  E.g. “president” yields Lee Iococca and Barack Obama !   Help! © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
  • 19. © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
  • 20. Demo © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
  • 21. CloudSearch Document Title Album (Release) Artist Name Artist Terms (Genre) Artist Familiarity Artist Hotttnesss Song Hotttnesss Year © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
  • 22. Query Processing 564 726 726 564 Query 123 123 Matching Filtering Ranking Sorting © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
  • 23. Rank Expressions !   Sources •  text_relevance; UINT fields ! cs.text_relevance() •  Set field weights – default and individual !   Functions •  time, abs, ceil, erf, exp, floor, lgamma, ln, log2, log10, max, min, sqrt, pow •  Trig functions (including hyperbolic) © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
  • 24. Demo © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
  • 25. Tuning !   What to tune •  No-result queries •  Top queries •  Random queries !   User behavior •  Conversion; Clickthroughs •  Logs for full user sessions © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
  • 26. Recap !   Metrics provide a view into your customers’ behavior •  Top searches – What your customers want •  Zero results – What they can’t find •  Top documents – What they are finding !   Adjust relevance to match customer needs •  Tune rank expressions based on metrics •  “Compare rank expressions” for fast, easy tuning © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
  • 27. Resources !   Amazon CloudSearch Overview Page http://aws.amazon.com/cloudsearch/ •  FAQs •  Community Forum •  Documentation & Getting Started Tutorial (IMDb) !   Demos and Tutorials •  What Is Amazon CloudSearch •  Introducing Amazon CloudSearch (Features) •  Building a Search Application Using Amazon CloudSearch •  Getting Started Tutorial © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
  • 28. Upcoming Events !   Bay Area Amazon CloudSearch Group: March 20 – SOMA Central, San Francisco !   AWS Summit San Francisco, April 30 © 2013 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.