Machine Learning in Google Cloud Platform

Google offers different Artificial Intelligence / Machine Learning products as a service.

Google Vertex AI

Google Vertex AI is the unified platform to help you build, deploy and scale more AI models

• Prepare and store your datasets
• Experiment and deploy more models faster.
• Manage your models.
• Pre-trained APIs for vision, video, natural language and more.
• Integrated with other Google Services. Through Vertex AI Workbench, Vertex AI is integrated with DataFlow for feature processing, Cloud Storage for storage, and DataLab for model creation.
• Portable models with open source Tensor Flow, PyTorch and scikit-learn.

Google Cloud Machine Learning allows you to build scalable machine learning models, based in a Tensor Flow implementation.

• Scalable and managed service.
• You can discover and share samples.
• Hypertune (hyperparemeter tuning).
• You can create and analyse models with Notebook Developer Experience.

AutoML Video

AutoML Video makes videos searchable and discovereable, extracting metadata.

• Getting insight from videos
• Label detection, annotating videos, identify key nouns entities in your videos.
• Change shot detection, recognizing when labels occur.
• Integrated with other Google Cloud services, like Cloud Storage.
• REST API.

AutoML Image

AutoML Image helps you to understand the content of an image.

• Label detection, classifying images.
• Explicit content detection.
• Logo detection.
• Landmark detection.
• Optical character detection: it finds and reads words from images.
• Face detection.
• Web detection: similar images in web.
• Image attributes.
• You can build metadata, moderate offensive content, or run sentiment analysis.
• Integrated with Google Cloud Storage.
• REST API.

Speech-to-Text

AutoML Speech allows you to convert audio to text, through an API.

• It returns text results in real time.
• Context-aware recognition.
• Automatic speech recognition.
• Global vocabulary: many languages supported.
• Streaming recognition.
• Word hints.
• Real-time or prerecorded audio support.
• Noise robustness.
• Inappropriate content filtering.
• REST API.

Natural Language AI

Derive insights from unstrucutred text using Google machine learning.

• Train high-quality machine learning custom models without code, with AutoML.
• Extract key document enitties that mattern.
• Multimedia and multilingual support.
• Content Classification Relationship Graphs.
• Syntax Analysis.
• Entity Recognition.
• Sentiment Analysis.
• Content classification.
• Multilanguage.
• REST API.

Translation AI

Make your content and apps multilingual with fast, dynamic machine translation.

• It supports real-time translation.
• AutoML Translation, Translation API and Media Translation API
• Many languages supported.
• Language detection.