标签：CS230 AI ML company Internet data

Introduction and Basis

why deep learning taking off:
- data and the action of collecting data increasing
- ML's performance becomes plateus when training dataset becoming bigger, but DL keep performing better and better
some AI categories:
- DL/ML
- PGM (Possibility Graph Model)
- Planning
- KR (Knowledge Representation)
- Search
- Game Theory
what is AI company:
- Internet era (shopping mall+website \(\neq\) Internet company)
  - A/B testing
  - short shipping time
  - decision making by engineers
- AI era (company+NN \(\neq\) AI company)
  - statastic data occupation
  - unified data warehouse
  - pervasive automation oppotunity
  - new job description
the course details:
- C1: Neural Networks and Deep Learning
- C2: Improving Deep Neural Networks
- C3: Strategy fro ML Projects
- C4: CNN
- C5: Sequence Models
one week for CS230 student:
- 1 module:
  - Watch videos on Coursera (1.5h)
  - Solve quiz (20min)
  - Complete programming assignments (1-3h)
- one week=2 modules+1 in-class lecture (1h20min)

更新中。。

标签：CS230,AI,ML,company,Internet,data
From： https://www.cnblogs.com/Sherlocked-hzoi/p/17326084.html

CS230