Optional reader exercise: convert the code to OCaml . (Bonus points for training an LLM first for assisted coding )
PROMPT ENGINEERING
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Quick Start Guide to Large Language Models Strategies and Best Practices
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Quick Start Guide to Large Language Models — Strategies and Best Practices for Using #LLMs: http://
amzn.to/4awUGN5
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#DataScience #AI #NLProc #NeuralNetworks #DeepLearning #MachineLearning #Algorithms #GenAI #GenerativeAI -
DPO from Scratch Notebook and Tulu 3 Length-Normalized Version
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Nice, I should double check that to see if there's something worthwhile adding to my DPO from scratch notebook!
Btw one thing that intrigued me from the Tulu 3 paper is the length-normalized version https://
arxiv.org/abs/2501.00656 -
Character-level tokenization inefficiency and token limit constraints
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You could 100% do that. Actually, I have a paragraph on that in the post: the prob is that if you have a text of 100 characters, that would be 100 tokens (instead of ~20-30 tokens). In other words, it would be wasteful because you won't be able to input longer texts into the LLM.
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Prompt Engineering Remains Vital Despite Market Evolution
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the death of prompt engineering was greatly exaggerated sure, we're not going to being saying "I'll give you $2,000" for very long but prompt engineering is all about pushing models into interesting / useful areas of the latent space which will ALWAYS be important
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Enhancing RAG Systems: Strategies and Methods
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7). Enhancing RAG – systematically explores the factors and methods that improve RAG systems such as retrieval strategies, query expansion, contrastive in-context learning, prompt design, and chunking.
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New Survey on LLM Foundations: Pre-training, Prompting, Alignment
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5). Foundations of LLMs – new survey on the foundations of LLMs covering areas such as pre-training, prompting, and alignment methods.
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OmniThink: New AI Framework for Iterative Expansion and Reflection
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6). OmniThink – a new framework that emulates a human-like process of iterative expansion and reflection…
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AI Agentic VC Questioning Agent Trigger Confirmation
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Your AI Agentic VC just asked my Agent the question. Did you trigger it?
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Gemini 2.0 Flash Thinking Exp-0123 Coming Soon
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A new “Gemini 2.0 Flash Thinking Exp-0123” may arrive next week to Google AI Studio on Jan 23rd This is a new updated version of a previously released “thinking” experience.