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HP HPE0-V30 Exam Syllabus Topics:

SectionObjectives
Topic 1: Prompt Engineering- Zero-shot and few-shot prompting
- Chain-of-thought prompting techniques
Topic 2: Data Preparation & Processing- Feature representation and embeddings
- Data cleaning and labeling
Topic 3: AI Agents & Automation- Agent-based workflows
- Autonomous task execution using tools
Topic 4: Retrieval-Augmented Generation (RAG)- Vector databases and similarity search
- Combining retrieval and generation
Topic 5: NVIDIA AI & Compute Concepts- GPU acceleration fundamentals (CUDA)
- AI workload optimization basics
Topic 6: Transformer Architecture & Attention Mechanisms- Self-attention mechanism
- Transformer vs legacy sequence models
Topic 7: Generative AI & Industry Applications- Chatbots, summarization, and content generation
- GenAI use cases in enterprise environments
Topic 8: Large Language Models (LLMs)- Text generation and reasoning tasks
- LLM capabilities and limitations

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