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pp_api: PyDays
- 1. PoolParty APIs Python package 4 PP APIs Artem Revenko & Victor Mireles Research@SWC research.semantic-web.com PyDays Vienna May 5, 2018
- 2. PoolParty The Power of Semantics Semantics is the linguistic and philosophical study of meaning, in language, programming languages, formal logics, and semiotics. – Wikipedia Get to know the capabilities of semantics https://www.youtube.com/watch?v=l_LppfS3wxk 2 / 10 SEMANTIC WEB COMPANY school • consulting • projects • events • media SEMANTIC WEB COMPANY SEMANTIC WEB COMPANY SEMANTIC WEB COMPANY school • consulting • projects • events • media SEMANTIC WEB COMPANY SEMANTIC WEB COMPANY
- 3. Semantic Application: Wine/Cheese Recommender I vocabulary.semantic-web.at/GraphSearch The idea Build a Graph-based Recommender Systems and use Semantic Web Standards 2 Dry Medium-bodied High acidity Weingut Weinrieder Grüner Veltliner Alte Reben is characterized by Nutmeg Full-bodied Warm finish Tobacco is characterized by Nagelkaas Cumin Clove Hard cheese Higher fat ? is characterized by matches matches does not match 3 / 10 SEMANTIC WEB COMPANY school • consulting • projects • events • media SEMANTIC WEB COMPANY SEMANTIC WEB COMPANY SEMANTIC WEB COMPANY school • consulting • projects • events • media SEMANTIC WEB COMPANY SEMANTIC WEB COMPANY
- 4. Semantic Application: Wine/Cheese Recommender II vocabulary.semantic-web.at/GraphSearch The result A scalable and configurable application based on an enterprise semantic platform: PoolParty GraphSearch 3 4 / 10 SEMANTIC WEB COMPANY school • consulting • projects • events • media SEMANTIC WEB COMPANY SEMANTIC WEB COMPANY SEMANTIC WEB COMPANY school • consulting • projects • events • media SEMANTIC WEB COMPANY SEMANTIC WEB COMPANY
- 5. Semantic Application: Wine/Cheese Recommender III vocabulary.semantic-web.at/GraphSearch 10Rules based on Ontologies & Custom Schemes 5 / 10 SEMANTIC WEB COMPANY school • consulting • projects • events • media SEMANTIC WEB COMPANY SEMANTIC WEB COMPANY SEMANTIC WEB COMPANY school • consulting • projects • events • media SEMANTIC WEB COMPANY SEMANTIC WEB COMPANY
- 6. Semantic Application: Wine/Cheese Recommender IV vocabulary.semantic-web.at/GraphSearch Rule setting 13 6 / 10 SEMANTIC WEB COMPANY school • consulting • projects • events • media SEMANTIC WEB COMPANY SEMANTIC WEB COMPANY SEMANTIC WEB COMPANY school • consulting • projects • events • media SEMANTIC WEB COMPANY SEMANTIC WEB COMPANY
- 7. PP APIs Python package The potential to combine open-source and proprietary software! https://github.com/semantic-web-company/pp_api Try it out: https://pydays.poolparty.biz/PoolParty 7 / 10 SEMANTIC WEB COMPANY school • consulting • projects • events • media SEMANTIC WEB COMPANY SEMANTIC WEB COMPANY SEMANTIC WEB COMPANY school • consulting • projects • events • media SEMANTIC WEB COMPANY SEMANTIC WEB COMPANY
- 8. Coding example pp vectorizer A few lines of code and you are flying import p p v e c t o r i z e r . p p v e c t o r i z e r as ppv import p p v e c t o r i z e r . d o c o r g a n i z e r as dorg p a t h t o f i l e s = ”/home/ data / t e x t /” f i l e i t e r a t o r = dorg . T e x t F i l e I t e r a t o r ( p a t h t o f i l e s ) v e c t o r i z e r = ppv . PPVectorizer ( max features =300) X = v e c t o r i z e r . f i t t r a n s f o r m ( f i l e i t e r a t o r ) 8 / 10 SEMANTIC WEB COMPANY school • consulting • projects • events • media SEMANTIC WEB COMPANY SEMANTIC WEB COMPANY SEMANTIC WEB COMPANY school • consulting • projects • events • media SEMANTIC WEB COMPANY SEMANTIC WEB COMPANY
- 9. Python Web App: Topic Transitions Semantic analysis of the trending stories https://research.semantic-web.com/topic_transitions 9 / 10 SEMANTIC WEB COMPANY school • consulting • projects • events • media SEMANTIC WEB COMPANY SEMANTIC WEB COMPANY SEMANTIC WEB COMPANY school • consulting • projects • events • media SEMANTIC WEB COMPANY SEMANTIC WEB COMPANY
- 10. Artem Revenko Victor Mireles Thank You! Try it out: https://pydays.poolparty.biz/PoolParty research@semantic-web.com