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SAP C-AIG-2412 ?????

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?? 1	SAP's Generative AI Hub: This section of the exam measures the skills of technology strategists and covers the functionalities provided by SAP's Generative AI Hub. It emphasizes how organizations can use generative AI to create new content and automate complex tasks. A vital skill evaluated is applying generative AI techniques to enhance business processes and customer experiences.
?? 2	SAP Business AI: This section of the exam measures the skills of business analysts and covers the features and capabilities of SAP Business AI. It includes exploring how AI can automate processes, provide real-time insights, and enhance decision-making across various business functions.
?? 3	SAP AI Core: This section of the exam measures the skills of SAP developers and covers the core components of SAP's AI framework. It emphasizes how these components integrate with existing systems to enhance functionality and performance. Leveraging SAP AI Core to develop intelligent applications that meet business needs is a critical skill that needs to be evaluated.
?? 4	Large Language Models (LLMs): This section of the exam measures the skills of AI Developers and covers the evolution of large language models, distinguishing them from traditional IT operations analytics. It also explores the current stages of AIOps systems and their implications for organizations. A key skill assessed is understanding the foundational concepts behind LLMs and their applications in various contexts.

>> C-AIG-2412?????? <<

C-AIG-2412?????? |??????????C-AIG-2412?SAP Certified Associate - SAP Generative AI Developer

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??? SAP Certified Associate C-AIG-2412 ?????? (Q27-Q32):

?? #27
What defines SAP's approach to LLMs?

A. Ensuring ethical AI practices and seamless business integration
B. Limiting LLM usage to non-business applications only
C. Prioritizing the development of proprietary LLMs with no integration to existing systems
D. Focusing solely on reducing the computational cost of training LLMs

???A

?????
SAP's approach to Large Language Models (LLMs) is centered on integrating these powerful AI tools into its enterprise ecosystem while adhering to ethical standards. Unlike option A, SAP does not focus solely on proprietary LLMs without integration; instead, it leverages both proprietary and third-party models (e.g., via partnerships with providers like Azure OpenAI) to enhance business applications. Option B is incorrect because reducing computational cost is not the sole focus-SAP prioritizes value delivery through integration with business processes. Option D is also inaccurate, as SAP explicitly targets business applications rather than limiting LLMs to non-business use. Option C is correct because SAP emphasizes ethical AI practices (e.
g., through its AI Ethics Policy) and seamless integration with tools like SAP S/4HANA and SAP SuccessFactors, ensuring LLMs enhance enterprise workflows responsibly and effectively.

?? #28
What are some components of the training pipeline in SAP AI Core? Note: There are 2 correct answers to this question.

A. The SAP HANA database for model storage
B. Executables that define the training process
C. Automated deployment to Kubernetes clusters
D. Input datasets stored in a hyperscaler object store

???B,D

?????
The training pipeline in SAP AI Core comprises several key components that facilitate the development and deployment of machine learning models.
1. Input Datasets Stored in a Hyperscaler Object Store:
* Data Storage:Input datasets are often stored in hyperscaler object stores, which provide scalable and secure storage solutions. These datasets serve as the foundational data for training machine learning models.
* Integration:SAP AI Core integrates with various hyperscaler object stores, allowing seamless access to training data during the model development process.

?? #29
Which of the following are grounding principles included in SAP's AI Ethics framework? Note: There are 3 correct answers to this question.

A. Maximize business profits
B. Avoid bias and discrimination
C. Transparency and explainability
D. Human agency and oversight
E. Store all user data for legal proceedings

???B,C,D

?????
SAP's AI Ethics framework is built upon several grounding principles to ensure responsible AI development and deployment:
1. Transparency and Explainability:
* Definition:Ensuring that AI systems are understandable and their decision-making processes can be clearly explained to stakeholders.
* Implementation:SAP commits to making AI systems transparent, providing clearinformation about how decisions are made to build trust and facilitate accountability.
2. Human Agency and Oversight:
* Definition:Maintaining human control over AI systems, ensuring that humans can intervene or oversee AI operations as necessary.
* Implementation:SAP emphasizes the importance of human oversight in AI applications, ensuring that AI augments human decision-making rather than replacing it.
3. Avoid Bias and Discrimination:
* Definition:Preventing AI systems from perpetuating or amplifying biases, ensuring fair and equitable treatment for all users.
* Implementation:SAP strives to develop AI systems that are free from bias, implementing measures to detect and mitigate discriminatory outcomes.

?? #30
Why is generative Al gaining significant attention and investment in the current business landscape? Note: There are 2 correct answers to this question.

A. It only requires natural language skills to use.
B. It can run entire business operations without human intervention.
C. It lowers barriers to adoption.
D. It can replicate complex technical skills without training or quality control.

???A,C

?? #31
What are some features of Joule?
Note: There are 3 correct answers to this question.

A. Maintaining data privacy while offering generative Al capabilities.
B. Generating standalone applications.
C. Downloading and processing data.
D. Streamlining tasks with an Al assistant that knows your unique role.
E. Providing coding assistance and content generation.

???A,D,E

?????
B: Providing coding assistance and content generation:
* Coding:Joule can help developers write code faster and with fewer errors. Imagine you need to create a simple report in ABAP (SAP's programming language). Instead of remembering the exact syntax and functions, you could describe what you need to Joule in plain English. It could then generate the code snippet, saving you time and reducing the chance of mistakes. This applies to other coding languages too, not just those within the SAP ecosystem.
* Content generation:Joule can create different kinds of content, such as:
* Emails:Need to send a quick update to your team? Tell Joule what information to include, and it can draft the email for you.
* Reports:Joule can analyze data and generate summaries or reports based on your requirements.
* Presentations:Need to create a slide deck? Joule can help you structure it and even suggest relevant content.
* Translations:Joule can translate text between multiple languages, making it easier to collaborate with colleagues around the world.
C: Maintaining data privacy while offering generative AI capabilities:
* Data security is paramount:SAP understands that businesses deal with sensitive data. Joule is built with strong security measures to protect this information. This includes things like encryption and access controls to ensure that only authorized users can see sensitive data.
* Privacy-preserving AI:Joule uses techniques like differential privacy to ensure that AI models don't inadvertently reveal private information while still providing valuable insights. This means that even if Joule learns from your company's data, it won't be possible to reconstruct that data or identify individuals from the AI's output.
D: Streamlining tasks with an AI assistant that knows your unique role:
* Personalized experience:Joule learns about your job title, department, and the tasks you typically perform. This allows it to provide more relevant and helpful suggestions.
* Contextual awareness:Joule understands the context of your work. For example, if you're a financial analyst, Joule will prioritize providing assistance related to finance tasks and data.
* Proactive help:Joule doesn't just wait for you to ask questions. It can anticipate your needs and proactively offer help. For instance, if you're working on a sales forecast, Joule might suggest relevant data sources or provide insights from previous forecasts.
In essence, Joule aims to be a powerful AI assistant that makes your work life easier and more efficient while keeping your data safe and respecting your privacy.

?? #32
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?????C-AIG-2412???????????C-AIG-2412??????????SAP??

SAP C-AIG-2412 ?????

C-AIG-2412?????? |??????????C-AIG-2412?SAP Certified Associate - SAP Generative AI Developer

??? SAP Certified Associate C-AIG-2412 ?????? (Q27-Q32):

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