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NEW QUESTION 36
A customer is deploying HPE Machine learning Development Environment on on-prem infrastructure. The customer wants to run some experiments on servers with 8 NVIDIA A too GPUs and other experiments on servers with only Z NVIDIA T4 GPUs. What should you recommend?

A. Deploying servers with 8 GPUs as agents and using the conductor to run experiments that require only 2 GPUsB. Deploying two HPE Machine Learning Development Environment clusters, one tor each server typeC. Establishing multiple compute resource pools on the cluster, one tor servers or each typeD. Letting the conductor automatically determine which servers to use for each experiment, based on the number of resource slots required

Answer: C

Explanation:
By establishing multiple compute resource pools on the cluster, you can ensure that the correct servers are used for each experiment, depending on the number of GPUs required. This will help ensure that the experiments are run on the servers with the correct resources without having to manually assign each experiment to the appropriate server.

 

NEW QUESTION 37
You are meeting with a customer, and MUDL engineers express frustration about losing work flue to hardware failures. What should you explain about how HPE Machine Learning Development Environment addresses this pain point?

A. The solution automatically mirrors the training process on redundant agents, which take over If an issue occurs.B. The conductor and each of the agents ate deployed in an active-standby model, which protects in case of hardware issues.C. The solution continuously monitors agent hardware and sends out proactive alerts before failed hardware causes training to tail.D. The solution can take periodic checkpoints during the training process and automatically restart failed training from the latest checkpoint.

Answer: D

Explanation:
The best way to explain how HPE Machine Learning Development Environment addresses this pain point is to mention that the solution can take periodic checkpoints during the training process and automatically restart failed training from the latest checkpoint. This ensures that in case of a hardware failure, the engineers will not lose their work and training can be resumed from the last successful checkpoint.

 

NEW QUESTION 38
What is a benefit of HPE Machine Learning Development Environment, beyond open source Determined AI?

A. Pipeline-based data managementB. Automated user provisioningC. Automated hyperparameter optimization (HPO)D. Distributed training

Answer: C

Explanation:
One of the main benefits of HPE Machine Learning Development Environment is its ability to automate the process of hyperparameter optimization (HPO). HPO is a process of automatically tuning the hyperparameters of a model during training, which can greatly improve a model's performance. HPE ML DE provides automated HPO, making the process of tuning and optimizing the model much easier and more efficient.

 

NEW QUESTION 39
A customer mentions that the ML team wants to avoid overfitting models. What does this mean?

A. The team wants to avoid training models to the point where they perform less well on new data.B. The team wants to avoid wasting resources on training models with poorly selected hyperparameters.C. The team wants to spend less time figuring out which CPUs are available for training models.D. The team wants to spend less time on creating the code tor models and more time training models.

Answer: C

 

NEW QUESTION 40
The ML engineer wants to run an Adaptive ASHA experiment with hundreds of trials. The engineer knows that several other experiments will be running on the same resource pool, and wants to avoid taking up too large a share of resources. What can the engineer do in the experiment config file to help support this goal?

A. Set the "scheduling_unit" to cap the number of resource slots used at once by this experiment.B. Under "searcher," set "max_concurrent_trails" to cap the number of trials run at once by this experiment.C. Under "resources.- set 'priority to I to reduce the share of the resource slots mat the experiment receives.D. Under "searcher," set "divisor- to 2 to reduce the share of the resource slots that the experiment receives.

Answer: B

 

NEW QUESTION 41
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