The Ultimate Guide to Fine-Tuning Foundation Models on AWS Sagemaker

Comparing LoRA, QLoRA, & full fine-tuning approaches with cost analysis! Image by Author! The present & future of LLMs is towards Specialization instead of Generalization. Even though there are many LLMs available, in most of the cases, you cannot use them, because either they are license-based (incur cost & data leakage issue), or they are open source, providing not up to the mark performance. The unacceptable performance is expected in the cases when you have your own data, which can be of any use case, but since it's specific data, you cannot expect any model to be an expert on that.