Fine-Tuning LLMs with LoRA and PEFT
Full fine-tuning a large language model is a bit like repainting your entire house because you wanted the bathroom door …
Abhay
4 min read
Full fine-tuning a large language model is a bit like repainting your entire house because you wanted the bathroom door …
Abhay
4 min read
You already know what a learning rate is: the size of the step your model takes downhill each time it learns. What …
Abhay
4 min read
Large language models are dazzling conversationalists with the long-term memory of a goldfish. Ask one about your …
Abhay
4 min read
You trained a model, it scored 0.83, and now you’re staring at a wall of settings wondering which dials to turn. …
Abhay
4 min read
If you have ever played twenty questions, you already understand a decision tree. “Is it an animal? Does it have …
Abhay
4 min read
Every machine learning model, no matter how clever, is fundamentally an over-eager intern with one job: stop being …
Abhay
5 min read
Your model passed every test, nailed its validation metrics, and shipped to production amid a flurry of celebratory …
Abhay
4 min read
Imagine handing a stack of photos to two assistants. The first one gets a tidy answer key: “this is a cat, this is …
Abhay
5 min read
Strip away the hype and almost every machine learning model — from a humble linear regression to a 70-billion-parameter …
Abhay
4 min read
Picture two rival schools of fish drifting on either side of an invisible line, and your job is to draw the fence …
Abhay
5 min read