A Guide to Developing Large Language Models: Pretraining
Large language models like ChatGPT are built using five key components: architecture, training algorithms, data, evaluation, and systems. Development involves pretraining for language modeling and post-training for alignment with user needs. This overview focuses on pretraining, covering language modeling, evaluation methods, data preparation, scaling laws, and practical considerations. Understanding these aspects...