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Stanford University's popular CS224N lecture on NLP and LLMs has been made available for free, covering basics to practical applications.
Stanford CS224N course notes provide a clear introduction to the mathematics of backpropagation and gradient computation in neural networks, covering chain rule, computational graphs, and vectorized derivatives.