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Automating the Chain of Thought: How AI Can Prompt Itself to Reason
Auto-CoT prompting method has LLMs automatically generate their own demonstrations to prompt complex reasoning, using diversity-based sampling and zero-shot generation, reducing human effort in creating prompts. Experiments show it matches performance of manual prompting across reasoning tasks.
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Exploring Tree of Thought Prompting: How AI Can Learn to Reason Through Search
New approach represents problem-solving as search over reasoning steps for large language models, allowing strategic exploration and planning beyond left-to-right decoding. This improves performance on challenges like math puzzles and creative writing, and enhances interpretability and applicability of LLMs.
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Unraveling the Power of Chain-of-Thought Prompting in Large Language Models
This article delves into the concept of Chain-of-Thought (CoT) prompting, a technique that enhances the reasoning capabilities of large language models (LLMs). It discusses the principles behind CoT prompting, its application, and its impact on the performance of LLMs.
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Essential MLOps: A Free eBook
Check out this free ebook on the essentials of machine learning operations.
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The Role of Open Source Tools in Accelerating Data Science Progress
Open source tools have had a pivotal role in the evolution of data science, from providing the foundation for analysis, to fueling the innovation that shapes today's landscape. The open source impact on data science is demonstrated best by looking at the relationship's past, present, and future.
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AI is Eating Data Science
When it's all said and done, and AI has been universally recognized as our rightful overlords, the idea of data science as a standalone field will have been but a blip on our collective radar.
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Data Scientist’s Guide to Cognitive Biases: A Free eBook
Are you interested in exploring the topic of cognitive biases? Want to see how they may be affecting your data science practice? Check out this free ebook for this and more.
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HuggingChat Python API: Your No-Cost Alternative
HuggingChat is a free and open source alternative to commercial chat offerings such as ChatGPT. The unofficial Python API gives you immediate access, without signup, for free.
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Mastering Generative AI and Prompt Engineering: A Free eBook
In short, generative AI — and the prompts that power them — are everywhere. But beyond the basics, what do you really know about either? Perhaps you would find a concise, focused ebook on the topics useful.
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DataLang: A New Programming Language for Data Scientists… Created by ChatGPT?
I recently tasked ChatGPT-4's to come up with a new programming language appropriate for data scientists in their day to day tasks. Let's look at the results, and the process of getting there.
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