Quadrant self organizing networks SON

Quadrant 是D wave system 公司的machine learning company. 

SON 需要AI

rule or policy based network 仍需要人的參与、未來的5G网需要机器自动学習

why 5G breaks the OSS BSS?

Connectivity 1000x more

speed 500x faster 20Mbps to 100Gbps

latency 50x lower

5G makes things harder and failure cost higher than 4G

2008 3GPP 定义rel 8, 而5G在rel 15

planning, 

deployment, self configuration

maintence, self healing, and self optimization

what machine learning?

tom mitchell CMU, a computer software or program to learn from experience E .... learning without E

AI is a sector including machine learning technology.

machine learning includes deep learning.

ml is a toolkit that uses the right tool algorithm to do the right task.

supervised. discriminative learning

unsupervised. generative learning

reenforcement learning