Generative-AI-Leader Prüfungs-Guide, Generative-AI-Leader Prüfungsfragen

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Google Generative-AI-Leader Exam Overview:
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Google Generative-AI-Leader Prüfungsplan:
| Thema | Einzelheiten |
|---|
| Thema 1 | - Fundamentals of Generative AI: This section of the exam measures the skills of AI Engineers and focuses on the foundational concepts of generative AI. It covers the basics of artificial intelligence, natural language processing, machine learning approaches, and the role of foundation models. Candidates are expected to understand the machine learning lifecycle, data quality, and the use of structured and unstructured data. The section also evaluates knowledge of business use cases such as text, image, code, and video generation, along with the ability to identify when and how to select the right model for specific organizational needs.
|
| Thema 2 | - Google Cloud’s Generative AI Offerings: This section of the exam measures the skills of Cloud Architects and highlights Google Cloud’s strengths in generative AI. It emphasizes Google’s AI-first approach, enterprise-ready platform, and open ecosystem. Candidates will learn about Google’s AI infrastructure, including TPUs, GPUs, and data centers, and how the platform provides secure, scalable, and privacy-conscious solutions. The section also explores prebuilt AI tools such as Gemini, Workspace integrations, and Agentspace, while demonstrating how these offerings enhance customer experience and empower developers to build with Vertex AI, RAG capabilities, and agent tooling.
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| Thema 3 | - Business Strategies for a Successful Generative AI Solution: This section of the exam measures the skills of Cloud Architects and evaluates the ability to design, implement, and manage enterprise-level generative AI solutions. It covers the decision-making process for selecting the right solution, integrating AI into an organization, and measuring business impact. A strong emphasis is placed on secure AI practices, highlighting Google’s Secure AI Framework and cloud security tools, as well as the importance of responsible AI, including fairness, transparency, privacy, and accountability.
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| Thema 4 | - Techniques to Improve Generative AI Model Output: This section of the exam measures the skills of AI Engineers and focuses on improving model reliability and performance. It introduces best practices to address common foundation model limitations such as bias, hallucinations, and data dependency, using methods like retrieval-augmented generation, prompt engineering, and human-in-the-loop systems. Candidates are also tested on different prompting techniques, grounding approaches, and the ability to configure model settings such as temperature and token count to optimize results.
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Google Cloud Certified - Generative AI Leader Exam Generative-AI-Leader Prüfungsfragen mit Lösungen (Q77-Q82):
77. Frage
SkyTrail Travel runs a high volume support center that captures about 9,500 customer calls each day. Leadership wants an automated approach to mine the transcripts so they can detect new complaint themes, understand common causes of dissatisfaction, and verify that agents follow the approved script without manually reviewing every recording. Within Google Cloud's Contact Center AI portfolio, which component is purpose built to deliver these analytics across call data?
- A. Conversational Insights
- B. Cloud Speech-to-Text
- C. Agent Assist
- D. Conversational Agents
Antwort: A
Begründung:
The correct option is Conversational Insights because it is purpose built within Contact Center AI to analyze large volumes of conversations and deliver themes, sentiment, root causes, and compliance insights without manual review.
This Insights capability ingests recordings and transcripts at scale and applies machine learning to cluster topics, surface emerging complaint patterns, and track customer sentiment. It also evaluates agent behavior so leaders can verify script adherence and other quality signals. It provides dashboards and searchable analytics so operations teams can quickly understand dissatisfaction drivers and improve processes.
78. Frage
A social media platform uses a generative AI model to automatically generate summaries of user- submitted posts to provide quick overviews for other users. While the summaries are generally accurate for factual posts, the model occasionally misinterprets sarcasm, satire, or nuanced opinions, leading to summaries that misrepresent the original intent and potentially cause misunderstandings or offense among users. What should the platform do to overcome this limitation of the AI-generated summaries?
- A. Incorporate a human-in-the-loop (HITL) review process to refine the summaries.
- B. Increase the temperature parameter of the model to encourage more varied and less literal interpretations.
- C. Decrease the output length of the summaries to make them more concise.
- D. Implement stricter safety settings to filter out potentially misinterpreted content altogether.
Antwort: A
Begründung:
When AI struggles with nuances like sarcasm or satire, human oversight is often the most effective solution. A human-in-the-loop (HITL) process allows human reviewers to check, correct, and refine AI-generated content before it is published, ensuring accuracy and appropriateness, especially for sensitive or complex language.
79. Frage
A company wants to adopt generative AI and is concerned about vendor lock-in. They want to maintain flexibility in their technology stack. What Google Cloud strength would ease their concerns?
- A. Google Cloud's focus on automation aims to replace human jobs with AI systems, potentially leading to significant workforce reductions.
- B. Google Cloud's AI solutions are pre-packaged for easy deployment, eliminating the need for customization and integration efforts.
- C. Google Cloud's AI solutions have an open approach that supports customer choice across offerings.
- D. Google Cloud's strict adherence to proprietary technologies ensures the highest level of security and performance.
Antwort: C
Begründung:
Google Cloud promotes an open and flexible approach to its AI offerings, supporting open standards, open-source initiatives (like TensorFlow, Kubernetes, and Gemma), and providing various integration options. This helps alleviate vendor lock-in concerns by giving customers choice and control over their technology stack.
80. Frage
An organization wants to use generative AI to create a chatbot that can answer customer questions about their account balances. They need to ensure that the chatbot can access previous portions of the conversation with the customer. Which prompting technique should they use?
- A. Use role prompting.
- B. Use few-shot prompting.
- C. Use zero-shot prompting.
- D. Use prompt chaining.
Antwort: D
Begründung:
Prompt chaining (or conversational memory/context management) is the technique used to maintain the conversational context. It involves feeding previous turns of a conversation (or a summary of them) back into the model along with the current user query, allowing the chatbot to "remember" and reference past interactions for coherent and contextually relevant responses, especially crucial for tasks like checking account balances that span multiple turns.
________________________________________
81. Frage
What is the function of the platform layer in the generative AI (gen AI) landscape?
- A. To provide tools for users to interact with gen AI models, and build and deploy AI solutions.
- B. To allow users to interact with and leverage AI capabilities.
- C. To allow access to pre-trained gen AI models.
- D. To provide the computational resources needed to train and run generative AI models.
Antwort: A
82. Frage
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