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NEW QUESTION 43
You want to set up a simple demo cluster for HPE Machine Learning Development Environment for the open source Determined all on a local machine. Which OS Is supported?

A. Red Hat 7-based LinuxB. HP-UX v11iC. Windows Server 2016 or aboveD. Windows 10 or above

Answer: B

 

NEW QUESTION 44
What are the mechanics of now a model trains?

A. Adjusts the model's parameter weights such that the model can Better perform its tasksB. Detects Data drift of content drift that might compromise the ML model's performanceC. Decides which algorithm can best meet the use case for the application in questionD. Tests how accurately the model performs on a wide array of real world data

Answer: C

 

NEW QUESTION 45
Compared to Asynchronous Successive Halving Algorithm (ASHA), what is an advantage of Adaptive ASHA?

A. Adaptive ASHA tries multiple exploration/exploitation tradeoffs oy running multiple Instances of ASHA.B. ASHA selects hyperparameter configs entirely at random while Adaptive ASHA clones higher-performing configs.C. Adaptive ASHA can train more trials in certain amount of time, as compared to ASHA.D. Adaptive ASHA can handle hyperparameters related to neural architecture while ASHA cannot.

Answer: A

 

NEW QUESTION 46
An HPE Machine Learning Development Environment resource pool uses priority scheduling with preemption disabled. Currently Experiment 1 Trial I is using 32 of the pool's 40 total slots; it has priority 42. Users then run two more experiments:
* Experiment 2:1 trial (Trial 2) that needs 24 slots; priority 50
* Experiment 3; l trial (Trial 3) that needs 24 slots; priority I
What happens?

A. Trial 3 is scheduled on 8 of the slots. Then, after Trial 1 has finished, it receives 16 more slots.B. Trial 2 is scheduled on 8 of the slots. Then, alter Trial 1 has finished, it receives 16 more slots.C. Trial 1 is allowed to finish. Then Trial 2 is scheduled.D. Trial I is allowed to finish. Then Trial 3 is scheduled.

Answer: A

Explanation:
Trial 3 is scheduled on 8 of the slots. Then, after Trial 1 has finished, it receives 16 more slots. This is because priority scheduling is used in the HPE Machine Learning Development Environment resource pool, which means higher priority tasks will be given priority over lower priority tasks. As such, Trial 3 with priority 1 will be given priority over Trial 2 with priority 50.

 

NEW QUESTION 47
ML engineers are defining a convolutional neural network (CNN) model bur they are not sure how many filters to use in each convolutional layer. What can help them address this concern?

A. Using a variable learning lateB. Distributing the training across multiple CPUsC. Using hyperparameter optimization (HPO)D. Training the model on multiple epochs

Answer: C

Explanation:
Hyperparameter optimization is a process of tuning the hyperparameters of a machine learning model, such as the number of filters in a convolutional neural network (CNN) model, to determine the best combination of hyperparameters that will result in the best model performance. HPO techniques are used to automatically find the optimal hyperparameter values, which can greatly increase the accuracy and performance of the model.

 

NEW QUESTION 48
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