The Importance of Large Language Models in Machine Learning

Large language models are not suitable for every application but offer significant advantages in terms of returns to scale in machine learning. Utilizing pre-trained models from larger organizations can provide a foundation of basic knowledge that can be fine-tuned for specific tasks. Although there are drawbacks such as high inference and training costs, the scalability and potential for specialization make large language models valuable tools in machine learning.