: The model you build is designed to run on a standard laptop, making the "black box" of AI accessible for tinkering.
Evaluating an LLM is crucial to understanding its performance. You can use metrics such as: Build A Large Language Model -from Scratch- Pdf -2021
The "Transformer" revolution began earlier (the "Attention is All You Need" paper was 2017), but comprehensive "from scratch" guides for large-scale models became significantly more popular following the explosion of generative AI in 2022-2023. Most reputable guides citing "2021" as a start point are likely referring to the period when the foundational research for current LLM architectures was being solidified. AI responses may include mistakes. Learn more : The model you build is designed to