硬件 1970 1980 1990 2000 2010 2020 10x 10x 100x 100x 1,000x Data 102 103 104 107-8 1010 1012 (samples) (e.g.iris) OCR web adve 深度网终 深度网络 RAM 1kB 100kB 10MB 100MB 1GB 100GB 核方法 CPU 100kF 1MF 10MF 1GF 100GF >1PF(8xP3 (8080) (80186) (80486) (Intel Core) NVIDIA Volta) 10x 10x 100x 100x 10,000x D2L.ai 硬件 1970 1980 1990 2000 2010 2020 Data (samples) 102 (e.g. iris) 103 104 OCR 107-8 web 1010 advertising 1012 social nets RAM 1kB 100kB 10MB 100MB 1GB 100GB CPU 100kF (8080) 1MF (80186) 10MF (80486) 1GF (Intel Core) 100GF NVIDIA >1PF(8xP3 Volta) 深度网络 核方法 深度网络 10x 10x 100x 100x 10,000x 10x 10x 100x 100x 1,000x