0:19 What are hallucinations in the context
0:21 of generative AI?
0:23 A. When the model stops generating output.
0:25 output.
0:27 B. When the model generates factually
0:30 incorrect or nonsensical output.
0:33 C. When the model requires more training
0:36 data. D. When the system crashes due to
0:45 Correct answer B. When the model
0:47 generates factually incorrect or
0:56 Which of the following is not a typical
0:59 use case of generative AI? A text summarization.
1:01 summarization.
1:04 B image generation.
1:07 C. A forecasting time series data. D. E
1:16 Correct answer C. Forecasting time
1:25 Which of the following tasks is an
1:27 example of conditional generation in Gen AI?
1:28 AI?
1:32 Generating a poem without any input.
1:35 B. Translating English text to French.
1:39 C. Generating random names. D. Creating
1:47 Correct answer B. Translating English
1:56 What is the purpose of masking during
1:59 transformer training? A. To encode
2:02 hidden layers. B. To convert text to vectors.
2:04 vectors.
2:06 C. to hide certain tokens for prediction.
2:07 prediction.
2:16 Correct answer C. To hide certain tokens
2:24 What format do LLM commonly use in
2:27 chatbased interactions?
2:30 A CSV with delimiters.
2:34 B. Turn based input output format.
2:37 C. HTML string inputs.
2:41 D. A log files.
2:44 Correct answer B. Turnbased input output format.
2:54 How can data privacy be ensured when
2:57 fine tuning Genai models?
3:01 Use only public data. B. Encrypt all prompts.
3:02 prompts.
3:05 C. Anonymize or pseudonymize sensitive
3:14 Correct answer. C. Anonymize or
3:24 What does top sampling do in generative
3:26 text generation?
3:30 Uh, keeps only the K longest words.
3:32 B samples the next token from the top K
3:34 most probable options.
3:38 C keeps tokens with the least frequency.
3:46 Correct answer. B samples the next token
3:58 What is nucleus sampling top?
4:00 sampling from tokens whose cumulative
4:03 probability is greater than P. B
4:05 removing tokens under a probability threshold.
4:07 threshold.
4:10 C. Combining top PK and temperature.
4:12 D. Using all tokens with equal probability.
4:18 Correct answer A. Sampling from tokens
4:20 whose cumulative probability is greater
4:30 Which Google tool enables visual genai
4:32 model development?
4:37 A BigQuery ML B. Cloud Composer
4:40 C. Generative AI Studio
4:57 A company is exploring Google Agent
4:59 Space to improve how its employees
5:01 search for information on their
5:03 enterprise systems and automate certain tasks.
5:04 tasks.
5:06 What is the key business advantage of
5:10 using agent space? A enhanced real-time
5:12 communication and collaboration among
5:14 team members.
5:16 B greater interoperability with legacy
5:19 software systems and databases.
5:22 C. Improved productivity and data
5:24 interaction using AI assistance and
5:27 advanced document analysis.
5:29 D. More granular control over support
5:31 team access and permissions for
5:38 Suggested answer C. Improved
5:40 productivity and data interaction using
5:42 AI assistance and advanced document analysis.
5:49 An organization with a team of live
5:52 customer service agents wants to improve
5:53 agent efficiency and customer
5:55 satisfaction during support interactions.
5:57 interactions.
5:58 They are looking for a tool that can
6:01 provide real-time guidance to agents,
6:03 suggest helpful information, and
6:05 streamline the support process without
6:08 fully automating customer conversations.
6:10 Which component of Google's customer
6:13 engagement suite should they use? A
6:15 agent assist
6:18 B. Conversational agents,
6:21 C. Conversational Insights,
6:23 D. Google Cloud contact center as a service.
6:26 service.
6:36 A retail company with a large online
6:38 catalog wants to improve customer
6:39 experience and drive sales by
6:41 implementing multimodal search
6:45 capabilities, image, voice, and text.
6:47 What is a primary business benefit of
6:49 this capability?
6:51 A improved customer engagement and
6:53 product discovery leading to increased
6:57 satisfaction and potential sales. B
6:58 reduced dependency on keyword
7:00 optimization for product listings and
7:03 improved search engine rankings.
7:06 C. Lowered operational costs associated
7:08 with managing and updating product
7:10 information across different platforms
7:12 and channels.
7:14 D. streamlined inventory management
7:16 processes and more accurate demand
7:25 Correct answer A. Improved customer
7:27 engagement and product discovery leading
7:29 to increased satisfaction and potential sales.
7:37 An organization wants granular control
7:39 over who can use and see their
7:41 generative AI models and related
7:43 resources on Google Cloud.
7:46 Which Google Cloud security offering is
7:49 specifically for this purpose? A
7:51 identity and access management.
7:55 B secure by design infrastructure.
7:58 C. Security command center. D a workload
8:02 monitoring tools.
8:05 Correct answer A. Identity and access management.
8:13 What does Vertex AI search enable
8:17 companies to do? A to index and retrieve
8:19 information from the entire public web,
8:21 providing a comprehensive view of
8:24 publicly available data. B to surface
8:26 the most popular and frequently accessed
8:29 content based on global user search
8:31 patterns and trends.
8:33 C. to compare products from numerous
8:36 online retailers, allowing users to find
8:38 the best deals and product options
8:40 across the internet.
8:42 D. To ground LLM responses with
8:45 firstparty data, third-party data, and
8:49 Google's knowledge graph.
8:52 Correct answer D. To ground LLM
8:54 responses with firstparty data, third
8:56 party data, and Google's knowledge graph.
9:03 The office of the SISO wants to use
9:06 generative AI, Gen AI, to help automate
9:08 tasks like summarizing case information,
9:11 researching threats, and taking actions
9:13 like creating detection rules. What
9:16 agent should they use? A customer
9:18 service agent,
9:21 B. Security agent,
9:27 C code agent, D. A data agent.
9:37 A company wants to adopt generative AI
9:40 and is concerned about vendor lockin.
9:42 They want to maintain flexibility in
9:45 their technology stack. What Google
9:46 Cloud strength would ease their concerns.
9:47 concerns.
9:50 A Google Cloud's AI solutions have an
9:52 open approach that supports customer
9:54 choice across offerings.
9:56 B. Google Cloud's AI solutions are
9:59 prepackaged for easy deployment,
10:01 eliminating the need for customization
10:03 and integration efforts.
10:05 C. Google Cloud's strict adherence to
10:08 proprietary technologies ensures the
10:09 highest level of security and performance.
10:11 performance.
10:13 D. Google Cloud's focus on automation
10:16 aims to replace human jobs with AI
10:18 systems, potentially leading to
10:27 Correct answer A. Google Cloud's AI
10:29 solutions have an open approach that
10:31 supports customer choice across offerings.
10:39 A company wants to use Generative AI to
10:41 create a chatbot that can answer
10:42 customer questions about their products
10:44 and services.
10:46 They need to ensure that the chatbot
10:48 only uses information from the company's
10:51 official documentation.
10:54 What should the company do? A use roll
10:57 prompting. B adjust the temperature parameter.
10:58 parameter.
11:02 C. Use prompt chaining. D. Use grounding.
11:04 grounding.
11:13 A pharmaceutical company's research and
11:14 development department spends
11:17 significant time manually reviewing new
11:19 scientific papers to identify potential
11:21 drug targets.
11:23 They need a solution that can answer
11:25 questions about these documents and
11:26 provide summarized insights to
11:29 researchers without requiring extensive
11:31 coding expertise.
11:34 What should the organization do? Uh use
11:36 Gemini for Google Workspace to
11:38 facilitate collaborative document review.
11:39 review.
11:42 B. Use Vertex AI search to index the
11:43 papers and enable keyword-based searches.
11:45 searches.
11:48 C. Use Vert.Ex AI AutoML to train a
11:50 model that classifies papers into
11:52 predefined research areas.
11:55 D. Use Vert.Ex AI agent builder to
11:59 create a custom AI agent.
12:03 Correct answer D. Use Vertex AI agent
12:11 A company wants to choose a generative
12:14 AI genai use case that will be
12:17 successful and have the most impact.
12:18 What key factor should they determine
12:20 first according to Google Cloud
12:22 recommended practices?
12:25 A the availability of pre-trained models
12:27 that are offered on various cloud
12:29 computing platforms.
12:31 B the frequency of updates to the
12:33 underlying foundation models used by
12:36 different gen AI platforms.
12:38 C. The specific business problems the
12:40 company aims to solve and the desired outcomes.
12:42 outcomes.
12:44 D. The number of employees who will be
12:52 Correct answer C. The specific business
12:54 problems the company aims to solve and
13:01 A financial institution uses generative
13:05 AI, Gen AI, to approve and reject loan
13:07 applications, but gives no reasons for rejection.
13:09 rejection.
13:10 Customers are starting to file complaints.
13:12 complaints.
13:14 The company needs to implement a
13:16 solution to reduce the complaints.
13:19 What should the company do? Uh, collect
13:21 a larger and more diverse data set for
13:24 the Gen AI model. B, implement
13:27 explainable Gen AI policies.
13:31 C. Fine-tune the Gen AI model. D.
13:33 Develop fairness assessments for the Gen
13:36 AI model.
