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"content": "<p>What happens when a language model solves maths problems?</p><p>"If I’m 4 years old and my partner is 3x my age – how old is my partner when I’m 20?"<br />Do you know the answer?</p><p>🤥 An older Llama model (by Meta) said 23.<br />🤓 A newer Llama model said 28 – correct.</p><p>So what made the difference?</p><p>Today I kicked off the 5-day Kaggle Generative AI Challenge.<br />Day 1: Fundamentals of LLMs, prompt engineering & more.</p><p>Three highlights from the session:<br />☕ Chain-of-Thought Prompting<br />→ Models that "think" step by step tend to produce more accurate answers. Sounds simple – but just look at the screenshots...</p><p>☕ Parameters like temperature and top_p<br />→ Try this on together.ai: Prompt a model with “Suggest 5 colors” – once with temperature 0 and once with 2.<br />Notice the difference?</p><p>☕ Zero-shot, One-shot, Few-shot prompting<br />→ The more examples you provide, the better the model understands what you want.</p><p><a href=\"https://techhub.social/tags/PromptEngineering\" class=\"mention hashtag\" rel=\"tag\">#<span>PromptEngineering</span></a> <a href=\"https://techhub.social/tags/GenerativeAI\" class=\"mention hashtag\" rel=\"tag\">#<span>GenerativeAI</span></a> <a href=\"https://techhub.social/tags/LLM\" class=\"mention hashtag\" rel=\"tag\">#<span>LLM</span></a> <a href=\"https://techhub.social/tags/Kaggle\" class=\"mention hashtag\" rel=\"tag\">#<span>Kaggle</span></a> <a href=\"https://techhub.social/tags/LLMApplications\" class=\"mention hashtag\" rel=\"tag\">#<span>LLMApplications</span></a> <a href=\"https://techhub.social/tags/AI\" class=\"mention hashtag\" rel=\"tag\">#<span>AI</span></a> <a href=\"https://techhub.social/tags/DataScience\" class=\"mention hashtag\" rel=\"tag\">#<span>DataScience</span></a> <a href=\"https://techhub.social/tags/Google\" class=\"mention hashtag\" rel=\"tag\">#<span>Google</span></a> <a href=\"https://techhub.social/tags/Python\" class=\"mention hashtag\" rel=\"tag\">#<span>Python</span></a> <a href=\"https://techhub.social/tags/Tech\" class=\"mention hashtag\" rel=\"tag\">#<span>Tech</span></a></p>",
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