NVIDIA's AI Success: Insights from Chief Scientist, Bill Dally 👇
1️⃣ Precision Optimization: Nvidia opted for less precise numbers in AI calculations, making chips faster, smaller, and more efficient.
For instance, they transitioned from FP32 to FP16 format, and even employ 8-bit numbers in certain tasks.
2️⃣ Redesigned Chips: Nvidia redesigned chips to handle big calculations in one go, minimizing energy consumption.
Complex instructions like IMMA were introduced, boosting efficiency.
3️⃣ Advanced Manufacturing: By leveraging cutting-edge manufacturing tech, Nvidia continuously enhances GPU performance, moving beyond the limitations of Moore's law.
4️⃣ Structured Sparsity: Nvidia employs structured sparsity to eliminate unnecessary parts of a neural network, making computations faster and more energy-efficient.
#ai #technology #nvidia #gpu #future
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