Best cloud platform for machine learning

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Innovative machine learning products and services on a trusted platform.

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Products and services

Use Case Products Good for

AI for Data Scientists

Vertex AI

Our new unified machine learning platform will help you build, deploy and scale more effective AI models.

  • Accelerating data preparation

  • Scaling data

  • Training and experimentation

  • Model deployment

Vertex AI Workbench

The single development environment for the entire data science workflow. 

  • Rapid prototyping and model development

  • Developing and deploying AI solutions on Vertex AI with minimal transition.

AI for Developers

AutoML

Train high-quality custom machine learning models with minimal effort and machine learning expertise.

  • Building custom machine learning models in minutes

  • Training models specific to your business needs

Cloud Natural Language

Derive insights from unstructured text using Google machine learning.

  • Applying natural language understanding to apps with the Natural Language API

  • Training your open ML models to classify, extract, and detect sentiment

Dialogflow

Create conversational experiences across devices and platforms.

  • Creating natural interaction for complex multi-turn conversations

  • Building and deploying advanced agents quickly

  • Building enterprise-grade scalability

Media Translation (Beta)

Add real-time audio translation to your content and applications.

  • Delivering real-time speech translation directly from your audio data

  • Scaling quickly with straightforward internationalization

Speech-to-Text

Accurately convert speech into text using an API powered by Google's AI technologies.

  • Creating automatic speech recognition

  • Transcribing in real time

  • Empowering Google Contact Center AI

Text-to-Speech

Convert text into natural-sounding speech using an API powered by Google's AI technologies.

  • Improving customer interactions 

  • Engaging users with voice user interface in devices and applications

  • Personalizing communication 

Timeseries Insights API (Preview)

Large-scale time series forecasting and anomaly detection in real time.

  • Gathering insights in real time from time series datasets

  • Detecting anomalies while they are happening

  • Handling large scale datasets and running thousands of queries per second

Translation AI

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

  • Delivering seamless user experience with real-time translation

  • Engaging your audience with compelling localization of your content

  • Reaching global markets through internationalization of your products

Video AI

Enable powerful content discovery and engaging video experiences.

  • Extracting rich metadata at the video, shot, or frame level

  • Creating your own custom entity labels with AutoML Video Intelligence

Vision AI

Derive insights from your images in the cloud or at the edge with AutoML Vision or use pre-trained Vision API models to detect emotion, understand text, and more.

  • Using ML to understand images with industry-leading prediction accuracy

  • Training ML models to classify images by custom labels using AutoML Vision

AI Infrastructure

Deep Learning Containers

Preconfigured and optimized containers for deep learning environments.

  • Prototyping your AI applications in a portable and consistent environment 

Deep Learning VM Image

Preconfigured VMs for deep learning applications.

  • Accelerating your model training and deployment

GPUs

High-performance GPUs on Google Cloud for machine learning, scientific computing, and 3D visualization.

  • Speeding up compute jobs like machine learning and HPC

  • Accelerating specific workloads on your VMs

TensorFlow Enterprise

Reliability and performance for AI applications with enterprise-grade support and managed services.

  • Boosting enterprise development with long-term support on specific distributions

  • Scaling resources across CPUs, GPUs, andCloud TPUs

  • Developing and deploying TensorFlow across managed services

TPUs

Train and run machine learning models faster than ever before.

  • Running cutting-edge machine learning models with AI services on Google Cloud

  • Iterating quickly and frequently on machine learning solutions

  • Building your own ML-powered solutions for real-world use cases.

Vertex AI

Our new unified machine learning platform will help you build, deploy and scale more effective AI models.

  • Accelerating data preparation

  • Scaling data

  • Training and experimentation

  • Model deployment

Vertex AI Workbench

The single development environment for the entire data science workflow. 

  • Rapid prototyping and model development

  • Developing and deploying AI solutions on Vertex AI with minimal transition.

AutoML

Train high-quality custom machine learning models with minimal effort and machine learning expertise.

  • Building custom machine learning models in minutes

  • Training models specific to your business needs

Cloud Natural Language

Derive insights from unstructured text using Google machine learning.

  • Applying natural language understanding to apps with the Natural Language API

  • Training your open ML models to classify, extract, and detect sentiment

Dialogflow

Create conversational experiences across devices and platforms.

  • Creating natural interaction for complex multi-turn conversations

  • Building and deploying advanced agents quickly

  • Building enterprise-grade scalability

Media Translation (Beta)

Add real-time audio translation to your content and applications.

  • Delivering real-time speech translation directly from your audio data

  • Scaling quickly with straightforward internationalization

Speech-to-Text

Accurately convert speech into text using an API powered by Google's AI technologies.

  • Creating automatic speech recognition

  • Transcribing in real time

  • Empowering Google Contact Center AI

Text-to-Speech

Convert text into natural-sounding speech using an API powered by Google's AI technologies.

  • Improving customer interactions 

  • Engaging users with voice user interface in devices and applications

  • Personalizing communication 

Timeseries Insights API (Preview)

Large-scale time series forecasting and anomaly detection in real time.

  • Gathering insights in real time from time series datasets

  • Detecting anomalies while they are happening

  • Handling large scale datasets and running thousands of queries per second

Translation AI

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

  • Delivering seamless user experience with real-time translation

  • Engaging your audience with compelling localization of your content

  • Reaching global markets through internationalization of your products

Video AI

Enable powerful content discovery and engaging video experiences.

  • Extracting rich metadata at the video, shot, or frame level

  • Creating your own custom entity labels with AutoML Video Intelligence

Vision AI

Derive insights from your images in the cloud or at the edge with AutoML Vision or use pre-trained Vision API models to detect emotion, understand text, and more.

  • Using ML to understand images with industry-leading prediction accuracy

  • Training ML models to classify images by custom labels using AutoML Vision

Deep Learning Containers

Preconfigured and optimized containers for deep learning environments.

  • Prototyping your AI applications in a portable and consistent environment 

Deep Learning VM Image

Preconfigured VMs for deep learning applications.

  • Accelerating your model training and deployment

GPUs

High-performance GPUs on Google Cloud for machine learning, scientific computing, and 3D visualization.

  • Speeding up compute jobs like machine learning and HPC

  • Accelerating specific workloads on your VMs

TensorFlow Enterprise

Reliability and performance for AI applications with enterprise-grade support and managed services.

  • Boosting enterprise development with long-term support on specific distributions

  • Scaling resources across CPUs, GPUs, andCloud TPUs

  • Developing and deploying TensorFlow across managed services

TPUs

Train and run machine learning models faster than ever before.

  • Running cutting-edge machine learning models with AI services on Google Cloud

  • Iterating quickly and frequently on machine learning solutions

  • Building your own ML-powered solutions for real-world use cases.

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Which cloud service is best for machine learning?

Microsoft Azure is a top cloud computing vendor offering many enterprise-grade services, including a dedicated solution for machine learning and deep learning, called Azure Machine Learning (Azure ML).

Which platform is best for learning machine learning?

10 Best Machine Learning Platforms in 2022.
Amazon SageMaker..
Alteryx Analytics..
H2O.ai..
Databricks Unified Analytics Platform..
Microsoft Azure Machine Learning Studio..
DataRobot..
RapidMiner..

Which cloud provider is best for AI?

Top 10 companies offering AI solutions via the cloud.
Amazon Web Services (AWS) The clear leader in cloud computing, AWS offers both consumer and business-oriented artificial intelligence (AI) products and services..
Google Cloud. ... .
IBM Cloud. ... .
Microsoft Azure. ... .
Alibaba Cloud. ... .
H2O.ai. ... .
DataRobot. ... .
Oracle. ... .

Is cloud computing good for machine learning?

Cloud services are a good option for anyone looking to train and deploy memory-intensive, complex Machine Learning/Deep Learning models. Cloud services are a cost-effective solution for both, individual users as well as companies. The cloud allows employees to access files on any device.