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From Generic to Genius: Fine-tuning LLMs for Superior Accuracy in Snowflake

TL;DR: Cortex Fine-tuning is a fully managed service that lets you fine-tune popular LLMs using your data, all within Snowflake. While large language models (LLMs) are revolutionizing various fields, their "out-of-the-box" capabilities might not always align perfectly with your specific needs. This is where the power of fine-tuning comes into play. As it will be explained in this article, this feature empowers you to take a base LLM and customize it to excel in your particular domain. Here's the brief summary of why you might want to leverage Snowflake's fine-tuning capabilities: Unlocking Domain Expertise : Pre-trained LLMs are trained on massive, general datasets. Fine-tuning allows you to build upon this foundation and train the LLM further using data specific to your field, such as legal documents, medical records, or financial data. This empowers the LLM to understand complex terminology and patterns unique to your domain, leading to more accurate a...