CLOUD MACHINE LEARNING ENGINE

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Cloud ML Engine is now a part of AI Platform

Cloud Machine Learning Engine is a managed service that lets developers and data scientists build and run superior machine learning models in production. Cloud ML Engine offers training and prediction services, which can be used together or individually. It has been used by enterprises to solve problems ranging from identifying clouds in satellite ../../images, ensuring food safety, and responding four times faster to customer emails. The training and prediction services within ML Engine are now referred to as AI Platform Training and AI Platform Prediction. Visit the AI Platform page to learn more.


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Benefits

Custom container support
Along with native support for popular frameworks like TensorFlow, you can get any other framework running on Cloud ML Engine. Simply upload a Docker container with your training program and Cloud ML Engine will put it to work on Google's infrastructure.
Server-side preprocessing
Push deployment preprocessing to Google Cloud with scikit-learn pipelines and tf.transform. This means you can send raw data to models in production and reduce local computation, while also preventing data skew from being introduced through different preprocessing in training and prediction.
Distributed training
Sometimes your data and model are so large that a single machine can't get the job done in time. Fortunately, Cloud ML Engine automatically sets up an environment for XGBoost and TensorFlow to run on multiple machines, so you can get the speed you need by adding multiple GPUs to your training job or splitting it across multiple VMs.
Multiple Frameworks
Training and Online Prediction support multiple frameworks to train and serve classification, regression, clustering, and dimensionality reduction models.

Features

PRICING

Cloud ML Engine charges for training ML models and running predictions with trained models. For detailed pricing information, please view the pricing guide.
Training - Predefined scale tiers - price per hour Training - AI Platform machine types - price per hour Training - Compute Engine machine types - price per hour Training - Accelerators - price per hour
BASIC $0.1900 standard $0.1900 n1-standard-4 $0.1900 NVIDIA_TESLA_K80 $0.4500
STANDARD_1 $1.9880 large_model $0.4736 n1-standard-8 $0.3800 NVIDIA_TESLA_P4 (Beta) $0.6000
PREMIUM_1 $16.5536 complex_model_s $0.2836 n1-standard-16 $0.7600 NVIDIA_TESLA_P100 $1.4600
BASIC_GPU $0.8300 complex_model_m $0.5672 n1-standard-32 $1.5200 NVIDIA_TESLA_T4 (Beta) $0.9500
BASIC_TPU $4.6900 complex_model_l $1.1344 n1-standard-64 $3.0400 NVIDIA_TESLA_V100 $2.4800
CUSTOM See the tables of machine types. standard_gpu $0.8300 n1-standard-96 $4.5600 Eight TPU_V2 cores* $4.5000
complex_model_m_gpu $2.5600 n1-highmem-2 $0.1184 Batch prediction - price per node hour
complex_model_l_gpu $3.3200 n1-highmem-4 $0.2368 $0.0791
standard_p100 $1.8400 n1-highmem-8 $0.4736 Online prediction - Machine types - price per node hour.
complex_model_m_p100 $6.6000 n1-highmem-16 $0.9472 mls1-c1-m2 (default) $0.0401
standard_v100 $2.8600 n1-highmem-32 $1.8944 mls1-c4-m2 (Beta) $0.1349
large_model_v100 $2.9536 n1-highmem-64 $3.7888
complex_model_m_v100 $10.6800 n1-highmem-96 $5.6832
complex_model_l_v100 $21.3600 n1-highcpu-16 $0.5672
cloud_tpu* $4.5000 n1-highcpu-32 $1.1344
n1-highcpu-64 $2.2688
n1-highcpu-96 $3.4020

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