Scale Deep Learning Projects on Google Cloud

Set up and run compute-intensive deep learning projects on Google cloud

Utilize Cloud TPU and GPU resources on Google Cloud to train deep learning models that involve intensive compute tasks on large datasets.

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Teams that scale with MissingLink

THE CHALLENGE

Scalable Deep Learning Training on GCP 

Difficult to Run on Multiple GPUs

Cloud TPU and GPU instances are expensive

Idle VM instances waste money and resources

To fully utilize GPUs you must automate and schedule experiments

No Proper GUI

Managing thousands of hyperparameter variations

Difficult to track experiment results on multiple machines

Cannot share experiment results with the team

Data Management

Creating and starting a VM instance in GCP takes time

Hard to test and upgrade VM instances

Long-running experiments without any checkpoint

THE SOLUTION

MissingLink + GCP

Manage Resources and Run High-Performance Workloads on GCP

Resource Management

Schedule and run multiple experiments to utilize Cloud TPU and GPU instances to the max

Experiment management

Get real-time monitoring and tracking of data, experiments, and code, via visual dashboards.

VM Management

Automatically manage VM instances. Start or stop VMs, run and schedule experiments on available machines.

Manage experiment data effortlessly

When you run experiments to test more hyperparam combinations, you need to ensure datasets are copied to that machine. Avoid the hassle and synchronize data automatically to all machines.

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Scale experiments across multiple GCP VM instances

Schedule a job and run your experiment on hundreds of VM instances and GPUs with different hyperparameter variations. Dynamic provisioning of resources in the cloud.

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Hyperparameters & metrics on one dashboard

View all running experiments and drill down to view hyperparameters and metrics like accuracy, precision and recall. View experiments run by anyone on your team.

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MissingLink powers scalable deep learning on GCP

MissingLink makes it easy to load datasets to the cloud and run experiments on a cluster of VM instances, with powerful options to monitor running experiments, view and analyze their metrics.

Get a Live Demo

Experience deep learning at scale - see the MissingLink platform in action.

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