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Maschinelles Lernen in der Praxis
Lutz KohlerEMEA Vertriebsleiter Cloud Search [email protected]
Expertenforum Intelligente AlgorithmenStuttgart, 16. Oktober 2017
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Google Entwicklungszentrum MünchenErste Schritte bis heute
Google starts its Engineering Center in Germany after an acquisition
German Federal Office of Information Security recommends Chrome as the most secure browser!
Streetview launches in the Bavarian village of Oberstaufen
Google and Nethope start Project Reconnect out of Munich, donating 25.000 Chromebooks for refugee work
Dr. Wieland Holfelder was hired as Eng Director & Site Lead for Munich
Google and Fraunhofer start Open Roberta, an open web platform for boys & girls to learn coding
First Privacy Eng team for Google - Google Dashboard launched
The new Google Engineering Center in Munich opens its doors
Deutsches Museum becomes a partner of Google Arts & Culture
Google Book Scanning project with the Bavarian State Library starts
Corp Eng presence established, working on the future of work
Google Launchpad is supporting Bavarian Startups
2006 2007 2008 2009
2010 2011 2012 2014
2014 2015 2015 2016
The first Google Zukunftswerkstatt opens in Munich
2017
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Seit März 2017 - Globale Partnerschaft SAP/Google
● Zertifizierung SAP HANA auf Google Cloud Platform & Integration SAP & Google Cloud Platform
● Data Custodian Partnership: SAP und Google wollen es Deutschen Unternehmen vereinfachen Public Cloud Lösungen zu etablieren
● Strategische Zusammenarbeit Machine Learning: SAP Enterprise Conversational Applications powered by Google Cloud ML
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Management
Mobile
Services
Compute
Big Data
Networking
Storage Developer Tools
ML
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Sundar Pichai, CEO at Google
Maschinelles Lernen verändert grundlegend den Ansatz wie wir an die Lösung von Aufgaben herangehen (müssen).
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Erste Schritte im mobilen Web
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Mobiles Web - heute
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Wir gehen mit neuen Technologien oftmals genau so um wie mit bisher bekannten Technologien - bis wir
ihr wahres Potential erkennen.
Veränderungen
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Google nutzt seit Jahren Maschinelles Lernen
SearchSearch RankingSpeech Recognition
GmailSmart ReplySpam Classification
PhotosPhotos Search
TranslateText, Graphic and Speech Translations
Self Driving Car1.5MM miles driven
AndroidKeyboard and Speech Input
DriveIntelligence in Apps
YouTubeVideo Recommendations Better Thumbnails
CardboardSmart Stitching
Data Center Power UsageReduced cooling energy 40%
PlayApp Recommendations Game Developer Experience
ChromeSearch by Image
MapsStreet View ImageParsing Local Search
AdsRicher Text AdsAutomated Bidding
Alpha GoFirst AI to beat a world Go champion (2016)
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ErfassenPub/Sub
VerarbeitenDataflow
SpeichernStorage
SQL
Datastore
BigTable
AnalysierenBigQuery
Dataflow
Cloud ML
(Big) Data Lebenszyklus - Grundlage für ML
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Voraussetzungen fürMaschinellesLernen?
Algorithmen EinsichtenDaten
Smart PeopleData ScientistData Engineer
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“Ready to use” Machine Learning Modelle
Cloud Vision API
Cloud Speech API
Cloud Translate API
Oder - eigene Daten&Modelle
Cloud Machine Learning
Develop - Model - Test
Google BigQuery
Cloud Storage
Cloud Datalab
Natural language API
Cloud Video Intelligence API
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Erkennt mehr als 80 Sprachen
Unterstützt Dialoge in (Fast-) Echtzeit
Filtert unerwünschte Inhalte
Funktioniert auch bei starken Hintergrundgeräuschen
Zugriff von jedem Endgerät
Demo
Cloud Speech
14
“Hello”
“Bonjour”
“Hola”
“Здравствуйте”
“안녕하세요”
“こんにちは”
“नम त”े
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● Übersetzt Texte zwischen tausenden von Sprachpaaren
● Kann in Webseiten und Anwendungen eingebunden werden
Demo: Google Translate
Google Cloud Translate API
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Analysiert Texte auf deren Struktur und Bedeutung
Kann Personen, Orte, Geschehen und mehr erkennen
Kombinierbar mit Spracherkennung, Übersetzung, Bildanalyse für Auswertung multimedialer Inhalte
Aktuell - Bedeutung (Sentiment Analyse) nur Englisch
Cloud Natural Language
16
https://cloud.google.com/natural-language/
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Agent: Thank you for choosing Rocket Speed Internet. My name is Taylor. How can I make you a Very Satisfied Customer today?
Customer: I was speaking a while ago with Jerry and he says that my modem is malfunctioning. Unfortunately, I’m a retired teacher and I can’t really afford paying for a new modem. So I would rather just cancel my Internet Service and try my luck with a different Internet Service Provider
Agent: Oh I’m so sorry to hear about that Ma’m. Don’t worry, I’m here to help you out. Let me see what I could do for you. Let’s start first by verifying your account number. Is that OK with you?
negative sentiment
main topic
Cloud Natural Language - Beispiel
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● Erkennt Gesichter (&Emotionen)
● Öffentliche Plätze
● Logos
● Text
● und mehr
Google Cloud Vision API
Demo
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Google Cloud Platform
Videoanalyse
Democloud.google.com/video-intelligence/
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● Teachable machine: https://www.blog.google/topics/machine-learning/now-anyone-can-explore-machine-learning-no-coding-required/
● Chat Bots: https://api.ai/ (jetzt Dialogflow)
Maschinelles Lernen...einfach mal testen
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The biggest risk is - to risk nothing