Master the Art of Prompt Engineering
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Introduction
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Welcome to this exciting 5-day exploration of "Master the Art of Prompt Engineering"! This immersive learning journey was designed by LPC to propel you into the dynamic world of prompt engineering, a revolutionary skillset that unlocks the true potential of large language models (LLMs).
Over the next five days at LPC, you will dive into the fundamentals of prompt engineers and master its techniques. We'll begin by demystifying the core concepts of prompts and LLMs, ensuring you have a solid foundation. Moving forward, we'll learn how to craft effective prompts, exploring various patterns and techniques to achieve your desired outcomes.
By the course's end, you'll be ready to leverage the power of prompt engineering for various applications, from generating captivating content to crafting clean code. Let's team up to decode the fascinating world of prompt engineering in this LPC-crafted, hands-on learning experience.
Course Outline
Foundation of Large Language Models (LLMs)
- Understanding LLMs concepts and its applications
- Identifying LLMS types:
- Autoregressive language models
- Transformer-based models
- Encoder-decoder models
- Pre-trained and fine-tuned models
- Multi-language models
- Hybrid models
- Understanding LLMS training process:
- Pre-training
- Fine-tuning
- Exploring LLM frameworks:
- Open AI’s GPT
- BERT
- Navigating LLMs Issues:
- Confabulation
- Hallucination
