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Webinar Servicios Cognitivos

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Slides de la charla de Servicios Cognitivos en Azure que impartimos Humberto Jaimes (Microsoft MVP), Cristian González (Microsoft MSP Lead Latam) y Luis Beltran (Microsoft MVP) en un webinar gratuito.

Los Cognitive Services son una serie de APIs que simplifican la manera de incorporar Inteligencia Artificial en nuestras aplicaciones. Integrando estos servicios podemos desarrollar software que puede ver, escuchar, hablar e interpretar las necesidades de un usuario, es decir, que sea capaz de comunicarse de manera natural.

Repositorios de los demos:
* https://github.com/icebeam7/SentimentalTweets

Aprende a realizar los demos:
http://luisbeltran.mx/2018/04/12/obten-el-sentimiento-de-un-tweet-con-xamarin-y-text-analytics-api/

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Webinar Servicios Cognitivos

  1. 1. Luis Beltrán Microsoft MVP @darkicebeam Humberto Jaimes Microsoft MVP @HJaimesDev Organizado por: Presentan: Cristian González Microsoft MSP Lead Latam @DarryStonem
  2. 2. microsoft.com/cognitive
  3. 3. microsoft.com/cognitive
  4. 4. microsoft.com/cognitive
  5. 5. microsoft.com/cognitive
  6. 6. microsoft.com/cognitive
  7. 7. microsoft.com/cognitive
  8. 8. microsoft.com/cognitive Azure Machine Learning Cognitive Toolkit
  9. 9. microsoft.com/cognitive
  10. 10. microsoft.com/cognitive
  11. 11. Acceso vía APIs REST Sencillos de agregar: solo unas cuantas líneas de código requeridas Integración al lenguaje y plataforma de tu elección La amplia oferta ayuda a encontrar la API correcta para su aplicación Desarrollado por expertos de Microsoft Research, Bing y Azure Machine Learning Documentación de calidad, código de ejemplo y soporte de la comunidad Fácil Flexible Probado GET A KEY microsoft.com/cognitive
  12. 12. microsoft.com/cognitive
  13. 13. microsoft.com/cognitive
  14. 14. microsoft.com/cognitive
  15. 15. “El aprendizaje automático en general es un tema muy avanzado que puede tomar meses de investigación y desarrollo para comenzar a obtener valor. Con dos días de trabajo con Microsoft y sus servicios, la diferencia es día y noche. Cuando emparejamos nuestra solución con Azure y Servicios Cognitivos, el cielo es el límite, ahorrando docenas o cientos de horas de procesamiento de datos para nuestros clientes.” Mike Michaels Desarrollador de Software BlueBolt Problema La clasificación de documentos requería de un costoso proceso manual y mucho tiempo por parte de los expertos en la materia. Solución Utilice el servicio cognitivo de Text Analytics para extraer frases clave y utilizarlas como modelos en Azure Search y mejorar la experiencia de búsqueda de documentos. Entregamos soluciones que importan a los negocios BlueBolt microsoft.com/cognitive
  16. 16. microsoft.com/cognitive
  17. 17. “La única razón por la que podemos construir un producto como este es porque estamos aprovechando la experiencia en aprendizaje profundo y reconocimiento de voz de Microsoft para ofrecer una experiencia de entretenimiento que será revolucionaria.” Alexander Mejia, Dueño y Director Creativo, Human Interact microsoft.com/cognitive
  18. 18. microsoft.com/cognitive
  19. 19. microsoft.com/cognitive
  20. 20. microsoft.com/cognitive
  21. 21. Considera el caso en que los usuarios de tu app tienen necesidades muy específicas: Acústica: ruido, condiciones, énfasis, edad Idioma: vocabulario, terminología Mismo SDK que Speech Dictado personalizado y modelos conversacionales alojados en Azure. Soporte para 3 idiomas microsoft.com/cognitive
  22. 22. Crea modelos personalizados del lenguaje para reconocer con precision palabras y frases específicas a un contexto o aplicación. Crea modelos personalizados de acústica para optimizar el desempeño en ambientes particulares o población de usuarios. Despliega modelos personalizados a un endpoint de voz a texto accesible desde cualquier dispositivo. Custom Speech Service da a los desarrolladores el poder para personalizar el motor de voz a texto de Microsoft e incorporarlo en sus aplicaciones. microsoft.com/cognitive
  23. 23. cris.ai
  24. 24. microsoft.com/cognitive
  25. 25. Detección de rostros microsoft.com/cognitive
  26. 26. • Age • Gender • Smile • Facial Hair • Head Pose • Glasses Face API - Face Attributes microsoft.com/cognitive
  27. 27. Face API – face landmarks 27 predefined landmark points microsoft.com/cognitive
  28. 28. • Funcionalidades de reconocimiento de rostros: – Face Verification – Similar Face Searching – Automatic Face Grouping – Person Identification Face API – Face Recognition microsoft.com/cognitive
  29. 29. • Devuelve el grado de confianza de un conjunto de emociones por cada rostro detectado en la imagen: – Happiness – Sadness – Surprise – Anger – Fear – Contempt – Disgust – Neutral Detección de emociones microsoft.com/cognitive
  30. 30. microsoft.com/cognitive
  31. 31. Computer Vision API (actualizado) Contenido de la imagen Categories v0: [{ “name”: “animal”, “score”: 0.9765625 }] V1: [{ "name": "grass", "confidence": 0.9999992847442627 }, { "name": "outdoor", "confidence": 0.9999072551727295 }, { "name": "cow", "confidence": 0.99954754114151 }, { "name": "field", "confidence": 0.9976195693016052 }, { "name": "brown", "confidence": 0.988935649394989 }, { "name": "animal", "confidence": 0.97904372215271 }, { "name": "standing", "confidence": 0.9632768630981445 }, { "name": "mammal", "confidence": 0.9366017580032349, "hint": "animal" }, { "name": "wire", "confidence": 0.8946959376335144 }, { "name": "green", "confidence": 0.8844101428985596 }, { "name": "pasture", "confidence": 0.8332059383392334 }, { "name": "bovine", "confidence": 0.5618471503257751, "hint": "animal" }, { "name": "grassy", "confidence": 0.48627158999443054 }, { "name": "lush", "confidence": 0.1874018907546997 }, { "name": "staring", "confidence": 0.165890634059906 }] Describe 0.975 "a brown cow standing on top of a lush green field“ 0.974 “a cow standing on top of a lush green field” 0.965 “a large brown cow standing on top of a lush green field” microsoft.com/cognitive
  32. 32. Custom Vision Service • Inteligencia visual fácil microsoft.com/cognitive
  33. 33. microsoft.com/cognitive
  34. 34. Enriquezca las experiencias de los usuarios con los resultados de búsqueda de entidades contextuales microsoft.com/cognitive
  35. 35. Experiencias más inteligentes y atractivas Experiencias líderes en la industria microsoft.com/cognitive
  36. 36. Web Search API Obtén sitios web y respuestas relevantes, así como metadatos en una sola llamada al API { “_type”: “SearchResponse”, “queryContent”: {…}, “webPages”: {…}, “news”: {…}, “images”: {…}, “videos”: {…}, “relatedSearches”: {…}, “rankingResponse”: {…} } { “answerType”:”WebPages”, “resultIndex”:0,… }, { “answerType”:”News”, “resultIndex”:1,… } Ranking Response Search Response Web Results Deep Links (1st Algo) News Results Image Results Video Results Related Searches https://bingapis.azure-api.net/v7/search?q=nasa microsoft.com/cognitive
  37. 37. https://bingapis.azure-api.net/v7/images/search?q=shuttle+launch • Metadatos mejorados y filtrados (tamaño, licencia, estilo, frescura, color) • Visión detallada de imagen (reconocimiento de entidades) source: nasa.gov https://bingapis.azure-api.net/v7/videos/search?q=viral+videos • Metadatos mejorados y filtrados (precio, resolución, longitud, frescura) • Miniaturas en movimiento (video preview) https://bingapis.azure-api.net/v7/news/search?q=cuba • Noticias por categoría/mercado y tendencias • Metadatos enriquecidos de artículos (entidades destacadas) source: youtube.com Resultados, características y metadatos ajustados a búsquedas verticales source: cnn.com microsoft.com/cognitive
  38. 38. Entity Recognition https://bingapis.azure-api.net/v7/images/search?q=<query>&insightstoken=<imageTokenId>&modulesRequested=<moduleType> “matchingEntities” : [{ “entity” : { “_type” : Person”, “name” : “Satya Nadella”, Visually Similar Merchant/Recipe Sources “shoppingSources” : [{ “offers” : [{ “url: : “http://www.contoso.com/…” “seller” : “contoso.com”, “visuallySimilarProducts” : [{ “name” : “…”, “thumbnailUrl” : “…”, “hostPageUrl” : “…”, Image Search API microsoft.com/cognitive
  39. 39. microsoft.com/cognitive
  40. 40. microsoft.com/cognitive
  41. 41. Algunos escenarios de uso microsoft.com/cognitive
  42. 42. ¿Estás listo para ser parte de la revolución de IA? microsoft.com/cognitive
  43. 43. microsoft.com/cognitive
  44. 44. Luis Beltrán Microsoft MVP @darkicebeam Humberto Jaimes Microsoft MVP @HJaimesDev ¡Gracias por tu atención! Cristian González Microsoft MSP Lead Latam @DarryStonem

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