Amazon AWS Certified AI Practitioner AIF-C01 Dumps in PDF

Free Amazon AIF-C01 Real Questions (page: 44)

A company needs to monitor the performance of its ML systems by using a highly scalable AWS service.
Which AWS service meets these requirements?

  1. Amazon CloudWatch
  2. AWS CloudTrail
  3. AWS Trusted Advisor
  4. AWS Config

Answer(s): A

Explanation:

Amazon CloudWatch is a highly scalable AWS service designed for monitoring and observability. It provides real-time monitoring of system metrics, including performance data for ML systems, such as resource utilization
(CPU, memory, etc.), model inference latency, request counts, and errors. CloudWatch enables users to set up alarms, visualize metrics, and automate actions based on performance thresholds, making it ideal for monitoring the performance of ML systems.



An AI practitioner must fine-tune an open source large language model (LLM) for text categorization. The dataset is already prepared.
Which solution will meet these requirements with the LEAST operational effort?

  1. Create a custom model training job in PartyRock on Amazon Bedrock.
  2. Use Amazon SageMaker JumpStart to create a training job.
  3. Use a custom script to run an Amazon SageMaker AI model training job.
  4. Create a Jupyter notebook on an Amazon EC2 instance. Use the notebook to train the model.

Answer(s): B

Explanation:

SageMaker JumpStart provides prebuilt solutions and workflows for fine-tuning open source models with minimal setup. It reduces operational effort compared to custom scripts, EC2 notebooks, or PartyRock, making it the most efficient choice.



Which statement describes a generative AI use case for multimodal models?

  1. Deploy multiple scalable and cost-effective versions of a model.
  2. Process large amounts of data to train multiple models.
  3. Write code in multiple programming languages.
  4. Process different data types, such as images, audio, and video.

Answer(s): D

Explanation:

Multimodal generative AI models are designed to process and reason across multiple data types such as images, audio, video, and text within a single model.



A company wants to use large language models (LLMs) to produce code from natural language code comments.
Which LLM feature meets these requirements?

  1. Text summarization
  2. Text generation
  3. Text completion
  4. Text classification

Answer(s): B

Explanation:

Text generation is the feature of large language models (LLMs) that enables them to produce text based on a given prompt or input. In this scenario, the input would be natural language code comments, and the LLM
would generate code based on those comments. This process involves understanding the context of the comment and generating corresponding code, which is the core functionality of text generation.



A company is developing an ML application. The application must automatically group similar customers and products based on their characteristics.
Which ML strategy should the company use to meet these requirements?

  1. Unsupervised learning
  2. Supervised learning
  3. Reinforcement learning
  4. Semi-supervised learning

Answer(s): A

Explanation:

Unsupervised learning is used to automatically group or cluster similar customers and products based on their characteristics without the need for labeled data. This strategy fits scenarios where the goal is to discover patterns or groupings in the data.



A company wants to improve its chatbot's responses to match the company's desired tone. The company has
100 examples of high-quality conversations between customer service agents and customers. The company wants to use this data to incorporate company tone into the chatbot's responses.
Which solution meets these requirements?

  1. Use Amazon Personalize to generate responses.
  2. Create an Amazon SageMaker HyperPod pre-training job.
  3. Host the model by using Amazon SageMaker. Use TensorRT for large language model (LLM) deployment.
  4. Create an Amazon Bedrock fine-tuning job.

Answer(s): D

Explanation:

Bedrock’s fine-tuning lets you adapt a foundation model on your own conversation examples—in this case, the
100 high-quality transcripts to instill your company’s tone directly into the model’s response generation.



An education provider is building a question and answer application that uses a generative AI model to explain complex concepts. The education provider wants to automatically change the style of the model response depending on who is asking the question. The education provider will give the model the age range of the user who has asked the question.
Which solution meets these requirements with the LEAST implementation effort?

  1. Fine-tune the model by using additional training data that is representative of the various age ranges that the application will support.
  2. Add a role description to the prompt context that instructs the model of the age range that the response should target.
  3. Use chain-of-thought reasoning to deduce the correct style and complexity for a response suitable for that user.
  4. Summarize the response text depending on the age of the user so that younger users receive shorter responses.

Answer(s): B

Explanation:

Adding a role description to the prompt is the simplest and most effective way to adjust the model's response style based on the user's age range. It requires minimal implementation effort and effectively tailors the output.
The other options involve more complex processes, such as fine-tuning or additional reasoning steps.



A company plans to use a generative AI model to provide real-time service quotes to users.
Which criteria should the company use to select the correct model for this use case?

  1. Model size
  2. Training data quality
  3. General-purpose use and high-powered GPU availability
  4. Model latency and optimized inference speed

Answer(s): D

Explanation:

For real-time service quotes, the critical requirement is low response time. A model with optimized inference speed and low latency ensures fast and efficient user interactions, making it the correct selection criterion.



Share your comments for Amazon AIF-C01 exam with other users:

M
m7md ibrahim
5/26/2023 6:21:00 PM

i think answer of q 462 is variance analysis

T
Tehu
5/25/2023 12:25:00 PM

hi i need see questions

A
Ashfaq Nasir
1/17/2024 1:19:00 AM

best study material for exam

R
Roberto
11/27/2023 12:33:00 AM

very interesting repository

N
Nale
9/18/2023 1:51:00 PM

american history 1

T
Tanvi
9/27/2023 4:02:00 AM

good level of questions

B
Boopathy
8/17/2023 1:03:00 AM

i need this dump kindly upload it

S
s_123
8/12/2023 4:28:00 PM

do we need c# coding to be az204 certified

B
Blessious Phiri
8/15/2023 3:38:00 PM

excellent topics covered

M
Manasa
12/5/2023 3:15:00 AM

are these really financial cloud questions and answers, seems these are basic admin question and answers

N
Not Robot
5/14/2023 5:33:00 PM

are these comments real

K
kriah
9/4/2023 10:44:00 PM

please upload the latest dumps

E
ed
12/17/2023 1:41:00 PM

a company runs its workloads on premises. the company wants to forecast the cost of running a large application on aws. which aws service or tool can the company use to obtain this information? pricing calculator ... the aws pricing calculator is primarily used for estimating future costs

M
Muru
12/29/2023 10:23:00 AM

looks interesting

T
Tech Lady
10/17/2023 12:36:00 PM

thanks! that’s amazing

M
Mike
8/20/2023 5:12:00 PM

the exam dumps are helping me get a solid foundation on the practical techniques and practices needed to be successful in the auditing world.

N
Nobody
9/18/2023 6:35:00 PM

q 14 should be dmz sever1 and notepad.exe why does note pad have a 443 connection

M
Muhammad Rawish Siddiqui
12/4/2023 12:17:00 PM

question # 108, correct answers are business growth and risk reduction.

E
Emmah
7/29/2023 9:59:00 AM

are these valid chfi questions

M
Mort
10/19/2023 7:09:00 PM

question: 162 should be dlp (b)

E
Eknath
10/4/2023 1:21:00 AM

good exam questions

N
Nizam
6/16/2023 7:29:00 AM

I have to say this is really close to real exam. Passed my exam with this.

P
poran
11/20/2023 4:43:00 AM

good analytics question

A
Antony
11/23/2023 11:36:00 AM

this looks accurate

E
Ethan
8/23/2023 12:52:00 AM

question 46, the answer should be data "virtualization" (not visualization).

N
nSiva
9/22/2023 5:58:00 AM

its useful.

R
Ranveer
7/26/2023 7:26:00 PM

Pass this exam 3 days ago. The PDF version and the Xengine App is quite useful.

S
Sanjay
8/15/2023 10:22:00 AM

informative for me.

T
Tom
12/12/2023 8:53:00 PM

question 134s answer shoule be "dlp"

A
Alex
11/7/2023 11:02:00 AM

in 72 the answer must be [sys_user_has_role] table.

F
Finn
5/4/2023 10:21:00 PM

i appreciated the mix of multiple-choice and short answer questions. i passed my exam this morning.

A
AJ
7/13/2023 8:33:00 AM

great to find this website, thanks

C
Curtis Nakawaki
6/29/2023 9:11:00 PM

examination questions seem to be relevant.

U
Umashankar Sharma
10/22/2023 9:39:00 AM

planning to take psm test

AI Tutor 👋 I’m here to help!