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Exam AWS Certified AI Practitioner AIF-C01 topic 1 question 53 discussion

Exam question from Amazon's AWS Certified AI Practitioner AIF-C01
Question #: 53
Topic #: 1
[All AWS Certified AI Practitioner AIF-C01 Questions]

A company needs to build its own large language model (LLM) based on only the company's private data. The company is concerned about the environmental effect of the training process.
Which Amazon EC2 instance type has the LEAST environmental effect when training LLMs?

  • A. Amazon EC2 C series
  • B. Amazon EC2 G series
  • C. Amazon EC2 P series
  • D. Amazon EC2 Trn series
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Suggested Answer: D 🗳️
by jove at Nov. 6, 2024, 3:56 a.m.
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Jessiii
2 weeks, 6 days ago
Selected Answer: D
D. Amazon EC2 Trn series: These instances are specifically designed for training deep learning models and are optimized for energy efficiency. They use specialized AWS-designed chips (Tranium) that provide a better performance-to-energy ratio, reducing the environmental impact of training large models.
upvoted 1 times
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Moon
2 months ago
Selected Answer: D
D: Amazon EC2 Trn series Explanation: The Amazon EC2 Trn series (Trn1 instances) are purpose-built for training machine learning models and are designed to deliver high performance while optimizing energy efficiency. They use AWS Trainium chips, which are specifically engineered for ML training workloads, providing excellent performance per watt and reducing the environmental impact of large-scale training processes.
upvoted 1 times
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GriffXX
3 months, 3 weeks ago
Selected Answer: D
From the documentation of the Sustainability pillar here : https://docs.aws.amazon.com/wellarchitected/latest/sustainability-pillar/sus_sus_hardware_a3.html "For machine learning workloads, take advantage of purpose-built hardware that is specific to your workload such as AWS Trainium, AWS Inferentia, and Amazon EC2 DL1. AWS Inferentia instances such as Inf2 instances offer up to 50% better performance per watt over comparable Amazon EC2 instances."
upvoted 1 times
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jove
3 months, 4 weeks ago
Selected Answer: D
D. Amazon EC2 Trn series
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