What can Serverless AI/ML APIs tell us about fake and credible news media websites?
BERLIN
· HELSIN K I · LON DON
· MUN ICH
· OSLO · STOCK HOLM
Bruno Amaro Almeida | 24 Oct 2019 Principal Architect & Technology Advisor | Futurice
· TAMPERE
@bruno_amaro
Photo by Juliana Malta on Unsplash
FUTURE. CO-CREATED.
Nordic Roots, Global Mindset PEOPLE
NATIONALITIES
550+ 38 8 30% OFFICES
Tampere Helsinki Oslo
Stockholm
YoY GROWTH
Family of Companies eCommerce & Growth Hacking
Berlin London
Artificial Intelligence & Machine Learning
Stuttgart
Munich
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) @bruno_amaro
AWS vs GCP vs Azure: Data Engineering / AI
Ingest
ETL
• AWS Kinesis
• AWS Glue / EMR
• Google Pub/Sub
• Google Dataflow / DataProc
• Azure Event Hubs
• Azure DataFactory / DataBricks
Raw Storage
• AWS S3
• Google Cloud Storage
• Azure Data Lake Storage
Data Warehouse
• AWS Redshift
• Google Cloud BigQuery
• Azure SQL Data Warehouse
Machine Learning
• AWS SageMarker
• Google Cloud Datalab
Analytics / BI
• AWS QuickSight
• Google Cloud Data Studio
• Azure ML Studio / Workbench
• Power BI
@bruno_amaro
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
• Azure Speech • Translator Speech API, Bing Speech API
• AWS Transcribe (ASR)
• Google Natural Language API (NPL)
• AWS Textract (OCR)
• Google Translation API
• Azure Knowledge
• AWS Comprehend (NPL)
• Google Video Intelligence API
• Azure Search
• AWS Forecast (Time-series forecast)
• Google Inference API (Time-series forecast) • Google Job Discovery
• Bing News/Web/Image/Video/Custom Search • Azure Language
• Google Cloud Genomics (Store and process genomes and related experiments ) Source: AWS
• In preview: Speaker Recognition API, Custom Speech Service
Source: Google Cloud
• Language Understanding (LUIS), Bing Spell Check, Text Analytics, Translator Text API
Source: Azure
@bruno_amaro
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 (…)
@bruno_amaro
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
Scale. Aggregate. Value? vs
BERLIN
· HELSIN K I · LON DON
· MUN ICH
· OSLO · STOCK HOLM
· TAMPERE
Photo by Elijah O’Donnell on Unsplash
Thank you! Kiitos! Danke! Tack!
Bruno Almeida P RINC IP AL ARC HITE C T & TE C HNOL OGY ADV ISOR
Cloud, Security, DevOps, Data Engineering & AI Reach out on: @bruno_amaro @brunoamaroalmeida
BERLIN
· HELSIN K I · LON DON
· MUN ICH
· OSLO · STOCK HOLM
· TAMPERE
What can Serverless AI/ML APIs tell us about fake and credible news media websites?
BERLIN
· HELSIN K I · LON DON
· MUN ICH
· OSLO · STOCK HOLM
Bruno Amaro Almeida | 24 Oct 2019 Principal Architect & Technology Advisor | Futurice
· TAMPERE
@bruno_amaro
Photo by Juliana Malta on Unsplash