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Essential Theory for AI Semiconductor Design — From Neurons to LLMs

To directly design AI semiconductors such as NPUs, Transformer accelerators, and mini LLMs, you must understand the theoretical reasons behind the operations occurring within them. This course distills the essential theories required for hardware design—from a single neuron to CNNs, Transformers, and LLMs—into a compact three-part series. Rather than memorizing formulas, you will gain an intuition for "why things work the way they do," as a current professor with 30 years of experience in the semiconductor industry bridges the gap between software theory and hardware implementation.

1 learners are taking this course

Level Beginner

Course period Unlimited

Deep Learning(DL)
Deep Learning(DL)
Machine Learning(ML)
Machine Learning(ML)
CNN
CNN
transformer
transformer
LLM
LLM
Deep Learning(DL)
Deep Learning(DL)
Machine Learning(ML)
Machine Learning(ML)
CNN
CNN
transformer
transformer
LLM
LLM

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