Cloud Machine Learning APIs

This talk was about cloud machine learning apis.

Transcript

1. Introduction to Cloud Machine Learning APIs
2. About me Juhil Somaiya Jr. Application Engineer at Odoo India Google Cloud Facilitator AoG developers community member
3. Agenda ❖ Introduction to Google Cloud ❖ Introduction to Machine learning ❖ Machine learning APIs ➢ Cloud Vision API ➢ Speech API ➢ Natural Language API ➢ Translations API
4. What is Google Cloud ? ❖ Google Cloud Platform (GCP) is a set of cloud based services that allows you to create anything from a simple website to complex applications. ❖ It enables developers to build, test and deploy their applications on the highly scalable and reliable infrastructure. ❖ Google Cloud services, like as ➢ Compute engines ➢ Cloud storages ➢ APIs and so on.
5. Google Cloud Services
6. What is Machine learning ? ❖ Machine learning is a learning from examples and experiences
7. Applications of ML
8. Cloud Vision API Complex image detection with a simple REST request
9. Cloud Vision API Making a request { "Requests":[ { "image": { "content": "base64ImageString" // Alternatively, you can pass a Google Cloud Storage url here }, "features": [ { "type": "TEXT_DETECTION", "maxResults": 10 }, { "type": "FACE_DETECTION", "maxResults": 10 }, // More feature detection types… ] } ]
10. Responses
11. Responses
12. Speech API What one can do with speech api ? ❖ Speech to text translations ❖ Supports streaming and non-streaming contents ❖ Filters inappropriate contents ❖ E.g ➢ Google Assistant ➢ Apple SIRI ➢ Amazon Alexa ➢ .. Speech to text translations in over 80+ languages
13. Translation Response "responses": [{ "results": [{ "alternatives": [ { "transcript": "how old is the Brooklyn Bridge", "confidence": 0.987629 }], "isFinal": true } ] }]
14. Natural Language API What one can do with natural language api ? ❖ Three methods are there: ➢ Analyze entities: ▪ E.g - person, location, organizations ▪ I want to book a ticket from Surat to Mumbai ➢ Analyze sentiments: ▪ E.g - emotions, expressions ▪ I love India ➢ Analyze syntax: ▪ E.g - verbs, actions ▪ Michelle Obama is married to Barack Obama Perform sentiment analysis and entity recognition on text
16. What one can do with translations api ? ❖ Translate from one to another language ❖ Language detection (auto detect) ❖ Supports more than 100 languages ❖ Learning continuously via logs analysis and human translations Translations API Perform translations from one language to other language
17. Translations API
18. API’s we learnt today ❖ Vision: ➢ cloud.google.com/vision ❖ Speech: ➢ cloud.google.com/speech ❖ Natural Language: ➢ cloud.google.com/natural-language ❖ Translate : ➢ cloud.google.com/translate Related APIs: ❖ Prediction: ➢ cloud.google.com/prediction ❖ Knowledge Graph API: ➢ developers.google.com/knowledge-graph
19. Is Machine learning that much easy ?
20. Thank you Let’s get in touch: Twitter : @ImJuhilSomaiya Email_id : jgs.131296@gmail.com Contact : 7698373473