AutoML Tablesbeta
Automatically build and deploy state-of-the-art machine learning models on structured data.
Machine learning on structured data at speed and scale
AutoML Tables enables your entire team of data scientists, analysts, and developers to automatically build and deploy state-of-the-art machine learning models on structured data at massively increased speed and scale. Transform your business by leveraging your enterprise data to tackle mission-critical tasks like supply chain management, fraud detection, lead conversion optimization, and increasing customer lifetime value.
Increases model quality
Produce state-of-the art models with one click. AutoML Tables automatically handles a wide range of tabular data primitives — such as numbers, classes, strings, timestamps, and lists — and also helps you detect and handle missing values, outliers, and other common data issues. Leverage the best of Google’s model zoo for ML on structured data all in one place.
Easy-to-build models
Our codeless interface guides users through the full end-to-end machine learning lifecycle, making it easy for anyone on your team to build models and reliably incorporate them into broader applications. We also provide extensive input data and model behavior explainability features, along with guardrails to prevent common mistakes.
Easy-to-deploy and scale models
AutoML Tables uses Google’s low-latency serving infrastructure, which makes deploying machine learning models extremely easy, regardless of production workload volume and global reach.
Flexible user options
To meet all user preferences, we offer the flexibility to use AutoML Tables in an API or notebook environment.
Saves time
AutoML Tables reduces the time it takes to go from raw data to top-quality, production-ready machine learning models from months to just a few days.
Saves money
AutoML Tables doesn’t require a large annual licensing fee. It’s priced based on compute and memory usage, so you’ll only get charged for what you actually use.
How AutoML Tables works
AutoML Tables and your business
Leverage your enterprise data to address a whole host of mission-critical challenges.
Retail
Maximize your revenue
Better predict customer demand so you can preemptively fill gaps in your portfolio and maximize your revenue by optimizing product distribution, promotions, and pricing.
Finance
Optimize your portfolio
Foresee and optimize your policyholder portfolio’s risk and return by zeroing in on the potential for large claims and likelihood of fraud.
marketing
Understand your customer
What’s your average customer’s lifetime value? Make the most of your marketing spend by using AutoML Tables to estimate predicted purchasing value, volume, frequency, lead conversion probability, and churn likelihood.
IoT
Maintain your equipment
Proactively anticipate asset, device, and equipment breakdowns to ensure your fleet operates at optimal performance with minimal costs.
Pricing
| Compute and memory usage | |
|---|---|
| Training | 6 hours of free one-time use + $19.32 per hour
(92 n1-standard-4 equivalent machines used in parallel) |
| Batch prediction | 6 hours of free one-time use + $1.16 per hour
(5.5 n1-standard-4 equivalent machines used in parallel) |
| Online prediction | $0.21 per hour
(1 n1-standard-4 equivalent machine) |
| Deployment | $0.005 per GiB-hour x 9 machines
(model replicated to 9 machines for low latency serving purposes) |
For more detailed information, please view the
pricing guide.
Resources
Get started
Ready to try AutoML Tables?
Automatically build and deploy state-of-the-art machine learning models on structured data.
This product is in beta. For more information on our product launch stages, see
here.