版权声明：本文为博主原创文章，未经博主允许不得转载。 https://blog.csdn.net/bryant_meng/article/details/82972005
文章目录
- I want to share with you what I think the major trends in AI. Because I guess the title of this talk was AI is the New Electricity.
- I want to discuss with you some of the impact of AI on business.
- And then talk a little bit about the process of working with AI.
- And then finally, Q & A
1 Supervised learning
A（input）→ B（output）
- email → spam？（0/1）
- image → object（1，2，……，1000）
- audio → text（speech recognition）
- English → French
- text → audio
- ad users → click？（0/1）
2 Rule of thumb
Anything typical human can do with ≤ 1 sec of thought, we can probably now and soon automate with AI.
前提
- feasible
- data
- insight（借鉴人是怎么做的）
3 Why is AI only now talking off？
4 AI
- ML
- HPC（High Performance Computing-高性能计算机群）
5 Virtuous circle of AI
（product、users、data）
6 AI Product Management
- PM（plan manage）- users love，wire frame（线框图）
- Engineering - what’s feasible
eg
Speech Recognition
- Noisy
- car
- cafe
- Low bandwidth audio（低频声音）
- Accents speech（口音）
……
One of the good way for a PM to communicate with engineer is through the data.
10000 of audio clips → PM
有些场景 wire frame 会很简单，比如 聊天机器人，这个时候需要 PM 与 engineer 面对面交谈， feasible or not？
8 Take off
- speech recognition
- computer vision
- face recognition
- healthcare