Knative is a Kubernetes-based platform for building, deploying, and managing serverless workloads. It offers a set of middleware components for building source-centric and container-based applications that can run anywhere.
AutoML Vision enables you to train machine learning models to classify your images according to your own defined labels. Train models from labeled images, evaluate their performance, then register them for serving through the AutoML API.
BigQuery ML enables users without a deep knowledge of machine learning to rapidly create and execute ML models using standard SQL queries and without moving data.
CREATE MODEL `bqml_tutorial.sample_model` OPTIONS(model_type='logistic_reg') AS SELECT IF(totals.transactions IS NULL, 0, 1) AS label, IFNULL(device.operatingSystem, "") AS os, device.isMobile AS is_mobile, IFNULL(geoNetwork.country, "") AS country, IFNULL(totals.pageviews, 0) AS pageviews FROM `bigquery-public-data.google_analytics_sample.ga_sessions_*` WHERE _TABLE_SUFFIX BETWEEN '20160801' AND '20170630'
Cloud Build (formerly Container Builder) lets you quickly build software using any language. Users can define custom workflows to build, test, and deploy across multiple environments, including VM instances, serverless, Kubernetes, and Firebase.
The n1-megamem-96, a memory-optimized, predefined machine type with 96 vCPUs and 1.4 TB of system memory, is now available for in-memory databases and in-memory analytics tasks, like SAP Hana workloads, genomics analysis, and SQL analysis services.
Through the use of Secure Boot, Measured Boot, and integrity monitoring, Shielded VM offers verifiable integrity of your Compute Engine VM instances to ensure they haven’t been compromised by boot- or kernel-level malware or rootkits.
Documentation | Blog
TPUs are hardware accelerators for machine learning that increase the speed and reduce the cost of training and running advanced machine learning models. This release provides support for Cloud TPU nodes in Kubernetes Engine.
kind: Pod spec: containers: - name: example-container resources: limits: cloud-tpus.google.com/v2: 8
Zone selection lets you select specific zones instead of the default three-zone configuration. This can be helpful when you need products that are available only in certain zones – such as GPUs and persistent disks – or you want to select zones for VM instances.
The Organization setup wizard provides simple tools that help you take control and manage your resources centrally. You can delegate administrative and critical Cloud Identity and Access Management roles, and import existing projects and billing accounts into your organization.
Regional replication for Cloud Bigtable increases the availability and durability of your data by continuously replicating it between two clusters in the same region. It also allows you to isolate workloads by routing different types of requests to different clusters.
This launch enables Service Project Admins to list the subnetworks on which they have permission to create VM instances in Shared VPC.
Data definition language statements in BigQuery enable you to create, modify, and drop tables and views using standard SQL query syntax.
Apigee Edge now supports extensions, which allow API proxies to securely connect with cloud services, including Google Cloud Platform services like Cloud Storage, Cloud Data Loss Prevention API, and so on.
Overview | Tutorial
You can now expose microservices as APIs and more easily share them with developers inside and outside your organization, thanks to the integration of Apigee API Management for Istio.
Cloud Machine Learning Engine has added support for training and serving scikit-learn and XGBoost models. Now you can click to deploy a model that you’ve trained locally, on premises, or on other cloud services, and generate predictions using managed resources on GCP.
AutoML Translation enables you to create custom translation models that return translation query results specific to your domain. Features include support for 18 languages, an API for training online custom models, and a new UI.
Cloud Talent Solution enables you to store, search, and manage job, company, and candidate profile data. It uses machine learning and standard keyword-based methods to detect and infer matches from data – such as skills, seniority, and industry – to yield better results.
Hong Kong dollars have been added to our list of local currencies available for billing and payments. Google converts prices into applicable local currency according to the conversion rates published by leading financial institutions.
With Go Cloud you can write simple, reliable, and efficient multi-cloud and hybrid-cloud applications and libraries, and choose between cloud, on-premises, or custom providers. AWS and GCP are supported out of the box and other platforms are being added.
Documentation | Blog
Cloud Source Repositories, fully featured, private Git repositories hosted on GCP, now have a new interface that includes a personalized landing page and robust code search.