Oracle announced a suite of agentic AI capabilities integrated directly into Oracle AI Database, enabling AI agents to securely access enterprise data where it already exists, rather than requiring ...
In this tutorial, we will give you the whole chain of large models fine-tuning. Especially, we would give you an example of how to use **QLoRA** technique to turn the general model ...
Index tuning is critical for the performance of modern database systems. Industrial index tuners, such as the Database Tuning Advisor (DTA) developed for Microsoft SQL Server, rely on the”what-if”API ...
The Lightweight Optimization Techniques for Knobs Tuning of Database System Using Evolution Strategy
Abstract: Tuning the knobs of database system is a critical technique for enhancing database performance. Traditional tuning methods heavily rely on the manual works of database administrators (DBAs), ...
Abstract: The increasing volumes of data used in contemporary applications have highlighted the necessity of database management systems (DBMS) that are effective in supporting high volumes of ...
This tutorial shows how to perform fine-tuning on Llama4 models using torchtune. Llama 4 models are sizeable, so we recommend you to use 8 x H100 with 80GB RAM available to run fine tuning. If you are ...
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