Google Vertex AI

Fully managed, end-to-end platform for data science and machine learning

Google Vertex AI Overview

AI Platform makes it easy for developers, data scientists, and data engineers to streamline their ML workflows. Whether it is point-and-click data science using AutoML or advanced model optimization, AI Platform helps all users take their projects from ideation to deployment seamlessly. Take advantage of Google’s expertise in AI by infusing our cutting-edge AI technologies into your applications via tools like TPUs and TensorFlow.

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Categories:
All
MLOps
Data
Data+MLOps

System-wide Features:
Teamwork and Collaboration
Enterprise Security
Governance
Enterprise Support

MLOps Features:
Data Acquisition
Data Versioning
Data Visualization
Data Preparation
Data Pipelines
Data Labeling
AutoML
Featurization
Feature Store
ML Pipelines or Workflows
Model Registry
Model Marketplace
Model Training
Distributed Model Training
Model Debugging
Experiment Management
Deep Learning Support
Reinforcement Learning Support
Bias Detection and Mitigation
Model Explainability
Hyperparameter Optimization
Model Packaging
Model Deployment and Serving
Edge ML Support
Model Monitoring
Cost Management
ML Infrastructure Orchestration
Accelerator Support
Kubernetes Support

Experiment Management Sub-features:
Log: Data
Log: Code
Log: Parameters
Log: Metrics and Losses
Log: Descriptions
Log: Rich Media
Log: Hardware Consumption
Log: System Information
Log: Environment Configuration
Log: Files
Tracking: Organize Experiments
Tracking: Filter and Search
Tracking: Live Monitoring
Tracking: Can Track Thousands of Experiments
Visualize: Compare and Evaluate Experiments
Collaboration: Role Based Access Controls
Collaboration: Deep Links Into Assets
Collaboration: Customizable Experiment Reporting

Model Deployment Sub-features:
Model serving
Integrates with CI/CD pipeline
Roll-back options
Optimizes Infrastructure Dynamically
Auto-scales Infrastructure
Supports Batch Inference
Supports Streaming Inference

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Additional Product Information

Product Links

Deploys On

Amazon Web Services
Google Cloud Platform
Microsoft Azure
Other Public Cloud
Kubernetes
NVIDIA
Private Cloud or Datacenter
SaaS

Marketplace Links

Google Vertex AI on Google Cloud

Pricing:

Free Version

Paid Version

Google Vendor Information

Vendor Overview

Google is a multinational corporation that specializes in Internet-related services and products. The company’s product portfolio includes Google Search, which provides users with access to information online; Knowledge Graph that allows users to search for things, people, or places as well as builds systems recognizing speech and understanding natural language; Google Now, which provides information to users when they need it; Product Listing Ads that offer product image, price, and merchant information; AdWords, an auction-based advertising program; AdSense, which enables websites that are part of the Google Network to deliver ads; Google Display, a display advertising network; DoubleClick Ad Exchange, a marketplace for the trading display ad space; and YouTube that offers video, interactive, and other ad formats. Additionally, the company offers Android, an open-source mobile software platform; hardware products, including Chromebook, Chrome, Chromecast, and Nexus devices; Google+ , a social platform for sharing content with others; Google Play, a cloud-based digital entertainment store for apps, music, books, and movies; Google Drive, a place for users to create, share, collaborate, and keep their stuff; and Google Wallet, a virtual wallet for in-store contactless payments. Further, it provides Google Apps, which include Gmail, Calendar, and Google Sites that are built for people to work anywhere, anytime, on any device without loss of security or control; Google Maps Application Programming Interface; Google Earth Enterprise, a software solution for imagery and data visualization; Google App Engine, a Platform-as-a-service; Google Cloud Storage; Google BigQuery for real-time analytics; Google Cloud SQL for structured query language; and Google Compute Engine, an Infrastructure-as-a-service-Platform. It also offers mobile wireless devices, and related products and services. Google was founded by Larry Page and Sergey Brin in 1996 while they were Ph.D. students at Stanford University.