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