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I have been trying to figure out how to build my own homebrew version of ChatGPT forever, scrolling countless GitHub repos and personal projects, and watching their YouTube tutorials without any luck.
Fortunately, I find an interesting tutorial that actually delivers! Special Kudos to Jay Mody who figure out “Create GPT in 60 Lines of NumPy”. You can read his article for a more detailed walkthrough. I’ll try to make a clear and concise step-by-step guide on this working method that I have personally tested.
What is a Language Model?
A language model is a statistical model that uses machine learning algorithms to predict the likelihood of a sequence of words. The idea behind language models is to train the model on a large corpus of text data, so it can learn the probability of a word occurring in a particular context.
Language models are used in various applications, including speech recognition, machine translation, and text generation. In the case…