<story><title>How to use Alpaca-LoRA to fine-tune a model like ChatGPT</title><url>https://replicate.com/blog/fine-tune-alpaca-with-lora</url></story><parent_chain></parent_chain><comment><author>rishsriv</author><text>This looks fantastic. Will try replacing our current fine-tuned FLAN-UL2 model with this.&lt;p&gt;I wonder how the devtooling around this will evolve. Seems like a matter of days until someone creates a GUI wrapper around this, and obviates the need to use programmer time for fine-tuning</text></comment>
<story><title>How to use Alpaca-LoRA to fine-tune a model like ChatGPT</title><url>https://replicate.com/blog/fine-tune-alpaca-with-lora</url></story><parent_chain></parent_chain><comment><author>isoprophlex</author><text>&lt;i&gt;Low-rank adaptation (LoRA) ... has some advantages over previous methods:&lt;/i&gt;&lt;p&gt;- &lt;i&gt;It is faster and uses less memory, which means it can run on consumer hardware.&lt;/i&gt;&lt;p&gt;- &lt;i&gt;The output is much smaller (megabytes, not gigabytes).&lt;/i&gt;&lt;p&gt;- &lt;i&gt;You can combine multiple fine-tuned models together at runtime.&lt;/i&gt;&lt;p&gt;This is great news for my dream of building a fine-tuned interactive messenger, that can deliver a message on my behalf by training it on my personality &amp;amp; the information I want to convey.&lt;p&gt;Now just add text to speech and a talking head, as discussed in that other submission about cloning yourself with AI...  &lt;a href=&quot;https:&amp;#x2F;&amp;#x2F;news.ycombinator.com&amp;#x2F;item?id=35280418&quot; rel=&quot;nofollow&quot;&gt;https:&amp;#x2F;&amp;#x2F;news.ycombinator.com&amp;#x2F;item?id=35280418&lt;/a&gt;</text></comment>