GenAI for Marketing Content Agents: Prompt Engineering, RAG, and Fine-Tuning
Master the art of building AI-powered marketing content agents using prompt engineering, Retrieval-Augmented Generation (RAG), and fine-tuning techniques to revolutionize your content creation workflow.
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Fundamentals of GenAI for Marketing
Unit 1: Introduction to GenAI
Unit 2: Large Language Models (LLMs)
Unit 3: Components of a GenAI Content Agent
Unit 4: Ethics and Responsible AI
Prompt Engineering for Marketing Content
Unit 1: Prompt Engineering Fundamentals for Marketing
Unit 2: Crafting Prompts for Different Marketing Formats
Unit 3: Advanced Prompting Techniques
Retrieval-Augmented Generation (RAG) for Real-Time Marketing Data
Unit 1: RAG Fundamentals for Marketing
Unit 2: Connecting to Data Sources
Unit 3: Building Knowledge Graphs
Unit 4: Privacy and Security
Fine-Tuning LLMs for Marketing Content
Unit 1: Dataset Preparation for Marketing LLMs
Unit 2: Fine-Tuning Techniques for Marketing LLMs
Unit 3: Evaluation and Optimization
Evaluating and Optimizing Content Quality
Unit 1: Automated Metrics for Content Evaluation
Unit 2: Human Feedback Loops and A/B Testing
Unit 3: Monitoring and Continuous Improvement
Building and Integrating a GenAI-Powered Content Agent