research from @OpenAI on improving math reasoning by RLHF with a reward model trained on 800k human-generated chain-of-thought data (which @scale_AI partnered w/
@OpenAI on!) RLHF seems to be a scalable technique for making LLMs smarter in many ways
LLMS
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OpenAI Improves Math Reasoning with RLHF and Chain-of-Thought
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LLMs Prompts Output Parsers and Evaluation Fundamentals
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we covered a lot but i liked the prompts/llms/output parsers section (basic building blocks, important to understand) and the evaluation section (very practical regardless of use case)
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Falcon-40b Language Capabilities and Supported Languages Overview
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It’s not trained on Arabic though. Covers English, German, Spanish, French (and limited capabilities in Italian, Portuguese, Polish, Dutch, Romanian, Czech, Swedish) from the model card https://
huggingface.co/tiiuae/falcon-
40b
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Falcon 40B Now Apache-2 Licensed Free Commercial Use
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The license of the Falcon 40B model has just been changed to… Apache-2 which means that this model is now free for any usage including commercial use (and same for the 7B)
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LangChain for Building LLM Applications: Memory, QA, Agents
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3/LangChain for LLM Application Development: Learn this powerful open-source tool for building applications using LLMs, including memory for chatbots, Question answering over a doc, and an LLM agent that can decide what action to take next. https://
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Building Complex Systems with ChatGPT API
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2/Building Systems with the ChatGPT API: Go beyond individual prompts, and learn to build complex applications that use multiple API calls to an LLM. Also learn to evaluate an LLM's outputs for safety and accuracy, and drive iterative improvements. https://
learn.deeplearning.ai/chatgpt-buildi
ng-system
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DeepLearning.AI Launches 3 New Generative AI Courses
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1/Thrilled to announce: 3 new Generative AI courses!
* Building Systems with the ChatGPT API, with OpenAI’s @isafulf * LangChain for LLM Application Development, with LangChain’s @hwchase17 * How Diffusion Models Work, by @realSharonZhou Check them out: http://
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Wordcraft: AI Text Editor for Short Story Writing
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GitHub – PAIR-code/wordcraft: Wordcraft is an AI-powered text editor with an emphasis on short story writing https://github.com/PAIR-code/wordcraft?utm_source=substack&utm_medium=email #AI #MachineLearning #DeepLearning #LLMs #DataScience
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OpenAI Releases Process Supervision Method for Mathematical Reasoning
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Open AI releases paper + dataset Let’s Verify Step by Step trained a model to achieve a new state-of-the-art in mathematical problem solving by rewarding each correct step of reasoning (“process supervision”) instead of simply rewarding the correct final answer (“outcome
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GPT-4 Quality Decline: Choosing Sides in AI Future
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GPT-4 quality seems to be going down lately Will you join the Empire, or the rebellion?