APIdays Helsinki 2019 - The Ultimate AI Platform - Tips for Comparing AI APIs from Cloud Platforms with Merja Kajava, Aavista
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The Ultimate AI Platform - Tips for Comparing AI APIs from Cloud Platforms, Merja Kajava, Founder & Senior Consultant at Aavista
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APIdays Helsinki 2019 - The Ultimate AI Platform - Tips for Comparing AI APIs from Cloud Platforms with Merja Kajava, Aavista
- 1. AAVISTA OY Merja Kajava @mkajava TIPS FOR CHOOSING AI APIS FROM CLOUD PROVIDERS THE ULTIMATE AI PLATFORM APIDays Helsinki 2019
- 2. 2 MERJA KAJAVA Founder Senior Consultant Motto: The devil is in the details
- 3. You have the business need and you need a platform for AI SO YOU ARE ABOUT TO BUILD AN APPLICATION USING AI
- 4. WHY NOT BUILD THE SOLUTION BY USING APIS FROM AI PLATFORMS
- 5. AI platforms provide APIs for SPEECH VISION LANGUAGE + INSIGHTS
- 6. Speech Vision Language AI PLATFORM ELEMENTS Machine Learning Tools APIs for Artificial Intelligence Machine Learning Libraries Cloud infrastructure Notebooks AI Pipelines Keras Pytorch TensorFlow Scikit-learn GPU Data storage IoT
- 8. Cloud Platforms Amazon AI Google AI Azure AI IBM Watson AI PLATFORM PROVIDERS
- 9. Surprising challengers SAP Leonardo AI Apple Siri AI PLATFORM PROVIDERS
- 10. 10 HOWTO CHOOSE?
- 11. KEY FACTORS 1. Cloud platform choice 2. Data ownership and privacy 3. Language 4. API availability 5. Cost HOW TO CHOOSE AI PLATFORM
- 12. CLOUD PLATFORM CHOICE Select most of the components from one vendor PREFERRED CLOUD PLATFORM Use the ”best- of-breed” approach HYBRID SOLUTIONVS.
- 13. Who owns the data? DATA OWNERSHIP AND PRIVACY Does the API provide pretrained data? PRETRAINED DATA Who owns the training data? DATA OWNERSHIP Where is the training data and the predicted data stored? DATA LOCATION
- 14. 14 Entäpä suomen kieli? Eller fungerar det på svenska? En werkt het ook in het Nederlands? Translation to English: Does this function in Finnish? How about Swedish? And is all this possible also in Dutch?
- 15. MOST PLATFORMS SUPPORT ”MAJOR” LANGUAGES ENGLISH (US) SPANISH (US) LANGUAGE SUPPORT FOR VOICE AND NATURAL LANGUAGE
- 16. ISTHE API AVAILABLE INYOUR REGION? Recently announced APIs may not be immediately or ever available in your chosen region
- 17. HOW MUCH IS THIS GOING TO COST?
- 18. What is the charging basis for APIs? Subscription-based Transaction-based CPU-based Or something else? COST
- 19. TAKE-AWAYS Decide whether to use hybrid or preferred cloud Who owns the data and where is it stored Remember the language (limitations) Check the API availability in your region Estimate the life-cycle cost TIPS FOR CHOOSING THE ULTIMATE AI PLATFORM
- 20. The Data Refinery Company MERJA KAJAVA @mkajava
Notes de l'éditeur
- APIs for AI: For developers ML Libraries: For data scientists Cloud infrastructure: For MLOPS
- SAP Leonardo AI uses Google AI underneath. Open-source libraries are always available as well.
- Choose all the components from one cloud provider or use hybrid solution
- Pretrained data is important when dealing with large data quantities (images, videos, text)
- Language recognition works for most languages. The more detailed NLP APIs work for major languages only. There are workarounds: free text content can be translated into English and the NLP functions be applied to the English content.