What can Google Cloud AI-ML APIs tell us about news media websites?
A presentation at ServerlessDays Helsinki 2019 in in Helsinki, Finland by Bruno Amaro Almeida
What can Google Cloud AI/ML APIs tell us about news media websites? 25.04.2019 Bruno Amaro Almeida Photo by Roman Kraft on Unsplash
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$ whoami Principal Architect & Technology Advisor @ Futurice ! native, based in ” Cloud, DevOps, Security, Data Engineering & AI
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Reach out on: @bruno_amaro BERLIN · HELSINKI · LONDON · MUNICH · OSLO · STOCKHOLM · TAMPERE @brunoamaroalmeida
AI & Analytics Capabilities Data Engineering (ingest, prepare, transform, analyze) AI/ML Platform (build, train, deploy) AI/ML API’s (pre-trained models, serverless, out of the box)
AWS vs GCP vs Azure: Data Engineering Ingest • ETL AWS Kinesis • Google Pub/Sub • Azure Event Hubs • • • AWS Glue / EMR Google Dataflow / DataProc Azure DataFactory / DataBricks • Data Warehouse Raw Storage • • AWS S3 Google Cloud Storage Azure Data Lake Storage • • • Machine Learning AWS Redshift Google Cloud BigQuery Azure SQL Data Warehouse AWS SageMarker • • Analytics / BI Google Cloud Datalab • AWS QuickSight • • Google Cloud Data Studio Azure ML Studio / Workbench • Power BI
AWS vs GCP vs Azure: AI/ML API’s AI/ML Service APIs AI/ML Service APIs AI/ML Service APIs • AWS Lex • Google Dialogflow • Azure Bot Service • AWS Rekognition • Google Vision API • Azure Vision • AWS Translate • Google Text-to-Speech API (ASR) • AWS Polly (TTS) • Google Speech-to-Text API • AWS Transcribe (ASR) • Google Natural Language API (NPL) • Azure Speech • Translator Speech API, Bing Speech API • In preview: Speaker Recognition API, Custom Speech Service • AWS Textract (OCR) • Google Translation API • Azure Knowledge • AWS Comprehend (NPL) • Google Video Intelligence API • AWS Forecast (Time-series forecast) • Google Inference API (Time-series forecast) • Azure Search • Bing News/Web/Image/Video/Custom Search • Google Job Discovery • Google Cloud Genomics (Store and process genomes and related experiments ) Source: AWS Source: Google Cloud • Azure Language • Language Understanding (LUIS), Bing Spell Check, Text Analytics, Translator Text API Source: Azure
Google Cloud ● ● Strong focus on Innovation and providing services you can’t reasonably build by yourself A lot of services designed to be global ( internet scale) by default AI/ML Service APIs • Google Dialogflow • Google Vision API • Google Text-to-Speech API (ASR) • Google Speech-to-Text API ● Some services released as OpenSource (e.g. Kubernetes -> GKS), others fully commercialized (e.g. Dremel -> BigQuery) • Google Natural Language API (NPL) • Google Translation API • Google Video Intelligence API • Google Inference API (Time-series forecast) • Google Job Discovery ● Very Interesting AI/ML offering and capabilities • Google Cloud Genomics (Store and process genomes and related experiments ) Source: Google Cloud
News Media Websites (Fake vs Credible)
Website Metadata Extraction Methods xvfb-run (…) wkhtmltoimage (…) lynx —dump image-scraper Pressure on Theresa May to resign will ‘increase dramatically’ following extension, warns David Davis + Review set for June 21 after Macron opposes long delay + EU already talking about possibility of further extension + Britain’s EU ambassador formally accepts extension [51]ReconstructionHow Emmanuel Macron raged against Britain’s chaotic [52]Janet DaleyAny Brexit solution with Theresa May in post is impossible [53]How long does the PM have left after being forced to accept a six month (…)
Enrich website metadata with AI/ML API Google Vision API: • Text • Labels • Safe Search • Web Entities Tusk recommends EU insist on year-long Brexit extension after MPs + PM arrives in France to meet Macron after talks with Merkel + Four Cabinet ministers rebel against vote to extend Brexit + Tusk: ‘Little reason’ to believe Brexit can be delivered by [51]ExclusiveLiam Fox tells Tory MPs that customs union will be ‘worst of [52]Daniel KawczynskiERG members are putting Brexit in jeopardy, I had no [53]Is Macron seeking his Charles de Gaulle moment over Brexit? (…) Google Natural Language API: • Analyze Sentiment • Text Classify
Enrich website metadata with AI/ML API
Scale, Aggregate, Profit vs BERLIN · HELSINKI · LONDON · MUNICH · OSLO · STOCKHOLM · TAMPERE Photo by Elijah O’Donnell on Unsplash
Interesting findings
Interesting findings
Interesting findings
Thank you! Kiitos! Danke! Tack! Bruno Almeida PRINCIPAL ARCHITECT & TECHNOLOGY ADVISOR Cloud, Security, DevOps, Data Engineering & AI Reach out on: @bruno_amaro @brunoamaroalmeida BERLIN · HELSINKI · LONDON · MUNICH · OSLO · STOCKHOLM · TAMPERE
What happens when you enrich metadata collected from news media with the AI/ML API’s (e.g. Image Classification, Translation, Sentiment Analysis) that Google Cloud provides?
In this talk, we will see what kind of insights we gain when leveraging these ready-made Serverless AI/ML capabilities.
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