December 6, 2023

Our machine learning team at Scale has recently fine-tuned GPT-4 to achieve state-of-the-art performance (84% accuracy) for generalized text-to-SQL translation on one of the most popular benchmark datasets, the SpiderDev Set. In this blog post, we will discuss why text2sql is an important use case..
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October 24, 2023

RAG enhances Generative AI by integrating external data into prompts, enabling context-driven outputs. This blog explores RAG's significance, mechanics, and enhancements for enterprise applications.
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January 25, 2023

LLMs have evolved from simple next-word predictors into systems that follow complex instructions and deliver genuinely useful responses. Powered by instruction-tuning and RLHF, today’s models can write, summarize, and problem-solve far beyond what GPT-3 could do. This blog explains how these advances happened and how you can fine-tune such models yourself.
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September 22, 2022

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September 13, 2022

Great ML models start with great training data. But if you're just starting out, don't worry—public datasets can be your launchpad into data-centric AI!
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August 23, 2022

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