This content provides a foundational understanding of Generative AI (Gen AI) concepts, use cases, and Google Cloud tools, emphasizing practical applications for businesses seeking to enhance productivity, customer engagement, and operational efficiency.
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What are hallucinations in the context
of generative AI?
A. When the model stops generating output.
output.
B. When the model generates factually
incorrect or nonsensical output.
C. When the model requires more training
data. D. When the system crashes due to
Correct answer B. When the model
generates factually incorrect or
Which of the following is not a typical
use case of generative AI? A text summarization.
summarization.
B image generation.
C. A forecasting time series data. D. E
Correct answer C. Forecasting time
Which of the following tasks is an
example of conditional generation in Gen AI?
AI?
Generating a poem without any input.
B. Translating English text to French.
C. Generating random names. D. Creating
Correct answer B. Translating English
What is the purpose of masking during
transformer training? A. To encode
hidden layers. B. To convert text to vectors.
vectors.
C. to hide certain tokens for prediction.
prediction.
Correct answer C. To hide certain tokens
What format do LLM commonly use in
chatbased interactions?
A CSV with delimiters.
B. Turn based input output format.
C. HTML string inputs.
D. A log files.
Correct answer B. Turnbased input output format.
How can data privacy be ensured when
fine tuning Genai models?
Use only public data. B. Encrypt all prompts.
prompts.
C. Anonymize or pseudonymize sensitive
Correct answer. C. Anonymize or
What does top sampling do in generative
text generation?
Uh, keeps only the K longest words.
B samples the next token from the top K
most probable options.
C keeps tokens with the least frequency.
Correct answer. B samples the next token
What is nucleus sampling top?
sampling from tokens whose cumulative
probability is greater than P. B
removing tokens under a probability threshold.
threshold.
C. Combining top PK and temperature.
D. Using all tokens with equal probability.
Correct answer A. Sampling from tokens
whose cumulative probability is greater
Which Google tool enables visual genai
model development?
A BigQuery ML B. Cloud Composer
C. Generative AI Studio
A company is exploring Google Agent
Space to improve how its employees
search for information on their
enterprise systems and automate certain tasks.
tasks.
What is the key business advantage of
using agent space? A enhanced real-time
communication and collaboration among
team members.
B greater interoperability with legacy
software systems and databases.
C. Improved productivity and data
interaction using AI assistance and
advanced document analysis.
D. More granular control over support
team access and permissions for
Suggested answer C. Improved
productivity and data interaction using
AI assistance and advanced document analysis.
An organization with a team of live
customer service agents wants to improve
agent efficiency and customer
satisfaction during support interactions.
interactions.
They are looking for a tool that can
provide real-time guidance to agents,
suggest helpful information, and
streamline the support process without
fully automating customer conversations.
Which component of Google's customer
engagement suite should they use? A
agent assist
B. Conversational agents,
C. Conversational Insights,
D. Google Cloud contact center as a service.
service.
A retail company with a large online
catalog wants to improve customer
experience and drive sales by
implementing multimodal search
capabilities, image, voice, and text.
What is a primary business benefit of
this capability?
A improved customer engagement and
product discovery leading to increased
satisfaction and potential sales. B
reduced dependency on keyword
optimization for product listings and
improved search engine rankings.
C. Lowered operational costs associated
with managing and updating product
information across different platforms
and channels.
D. streamlined inventory management
processes and more accurate demand
Correct answer A. Improved customer
engagement and product discovery leading
to increased satisfaction and potential sales.
An organization wants granular control
over who can use and see their
generative AI models and related
resources on Google Cloud.
Which Google Cloud security offering is
specifically for this purpose? A
identity and access management.
B secure by design infrastructure.
C. Security command center. D a workload
monitoring tools.
Correct answer A. Identity and access management.
What does Vertex AI search enable
companies to do? A to index and retrieve
information from the entire public web,
providing a comprehensive view of
publicly available data. B to surface
the most popular and frequently accessed
content based on global user search
patterns and trends.
C. to compare products from numerous
online retailers, allowing users to find
the best deals and product options
across the internet.
D. To ground LLM responses with
firstparty data, third-party data, and
Google's knowledge graph.
Correct answer D. To ground LLM
responses with firstparty data, third
party data, and Google's knowledge graph.
The office of the SISO wants to use
generative AI, Gen AI, to help automate
tasks like summarizing case information,
researching threats, and taking actions
like creating detection rules. What
agent should they use? A customer
service agent,
B. Security agent,
C code agent, D. A data agent.
A company wants to adopt generative AI
and is concerned about vendor lockin.
They want to maintain flexibility in
their technology stack. What Google
Cloud strength would ease their concerns.
concerns.
A Google Cloud's AI solutions have an
open approach that supports customer
choice across offerings.
B. Google Cloud's AI solutions are
prepackaged for easy deployment,
eliminating the need for customization
and integration efforts.
C. Google Cloud's strict adherence to
proprietary technologies ensures the
highest level of security and performance.
performance.
D. Google Cloud's focus on automation
aims to replace human jobs with AI
systems, potentially leading to
Correct answer A. Google Cloud's AI
solutions have an open approach that
supports customer choice across offerings.
A company wants to use Generative AI to
create a chatbot that can answer
customer questions about their products
and services.
They need to ensure that the chatbot
only uses information from the company's
official documentation.
What should the company do? A use roll
prompting. B adjust the temperature parameter.
parameter.
C. Use prompt chaining. D. Use grounding.
grounding.
A pharmaceutical company's research and
development department spends
significant time manually reviewing new
scientific papers to identify potential
drug targets.
They need a solution that can answer
questions about these documents and
provide summarized insights to
researchers without requiring extensive
coding expertise.
What should the organization do? Uh use
Gemini for Google Workspace to
facilitate collaborative document review.
review.
B. Use Vertex AI search to index the
papers and enable keyword-based searches.
searches.
C. Use Vert.Ex AI AutoML to train a
model that classifies papers into
predefined research areas.
D. Use Vert.Ex AI agent builder to
create a custom AI agent.
Correct answer D. Use Vertex AI agent
A company wants to choose a generative
AI genai use case that will be
successful and have the most impact.
What key factor should they determine
first according to Google Cloud
recommended practices?
A the availability of pre-trained models
that are offered on various cloud
computing platforms.
B the frequency of updates to the
underlying foundation models used by
different gen AI platforms.
C. The specific business problems the
company aims to solve and the desired outcomes.
outcomes.
D. The number of employees who will be
Correct answer C. The specific business
problems the company aims to solve and
A financial institution uses generative
AI, Gen AI, to approve and reject loan
applications, but gives no reasons for rejection.
rejection.
Customers are starting to file complaints.
complaints.
The company needs to implement a
solution to reduce the complaints.
What should the company do? Uh, collect
a larger and more diverse data set for
the Gen AI model. B, implement
explainable Gen AI policies.
C. Fine-tune the Gen AI model. D.
Develop fairness assessments for the Gen
AI model.
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