Saturday, December 23, 2023

Inside GPT — II. The core mechanics of prompt engineering | by Fatih Demirci | Dec, 2023 | Medium

Inside GPT — II. The core mechanics of prompt engineering | by Fatih Demirci | Dec, 2023 | Medium AI News, AI, AI tools, Fatih Demirci, Innovation, itinai.com, LLM, t.me/itinai, Towards Data Science - Medium 🚀 **Unlocking the Power of Language Models: A Practical Guide** In our latest blog post, "Inside GPT — II: The Core Mechanics of Prompt Engineering," we dive into the mechanics of prompt engineering in language models like GPT-2. We explore how prompt choice impacts text generation, decoding strategies like greedy search and beam search, and the use of n-gram penalty to enhance coherence in generated text. **Practical Solutions and Value:** 1. **Decoding Strategies:** - We discuss practical decoding strategies like greedy search and beam search, highlighting their impact on text generation. - Our insights help middle managers understand how to choose the right strategy based on their specific needs, whether it's for factual information extraction or creative outputs. 2. **The Impact of the Prompt:** - We emphasize the crucial role of prompt selection in influencing text generation outcomes. - Practical tips are provided to help middle managers make informed decisions when crafting prompts for desired results. 3. **Alternative Methods and Further Exploration:** - We provide a glimpse into other methods, such as truncating the vocabulary distribution or sampling, to influence generated text. - We encourage further exploration with references to an in-depth article from Patrick von Platen in HuggingFace blog. 4. **Practical AI Solutions:** - We highlight the real-world applications of AI, offering insights on identifying automation opportunities, defining KPIs, and selecting AI solutions. - Middle managers can learn how to implement AI solutions gradually to redefine their companies with AI, with a specific focus on AI Sales Bot for sales processes and customer engagement. **Join the Conversation:** - Engage with our AI Lab in Telegram @aiscrumbot for free consultation. - Dive deeper into the mechanics of prompt engineering in our blog post on Medium. - Stay updated on AI insights and practical solutions by following us on Twitter @itinaicom. Ready to redefine your business with AI? Discover the potential of AI Sales Bot at itinai.com/aisalesbot. #AI #LanguageModels #DecodingStrategies #PracticalSolutions #AISalesBot #BusinessTransformation

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