제 블로그의 모든 글은 IMHO로 쓴 것입니다. 잘못된 부분이 있으면 덧글을 통해서 소통을 하면 더 좋은 글로 발전이 될 수 있을 것 같습니다. 그렇지만 소통을 할 때 서로의 감정을 존중하는 선에서 해주셨으면 좋겠습니다. 감사합니다:)

a/b test

250% increase in survey completions

bandit?

• bandit algorithms raising awareness of blood donation features

learning more with less

• the status quo:static configuration
• personalized configuration

Testing Without a Model

• Many models are compatible with the data
• Bayesian Models Capture Possible Realities

접근법

• An Inefficient Approach
• More Efficient Insight With Bayesian Optimization

Tuning All of products

hhvm -> Tuning Just-inTime compiler

Democratizing Adaptive Experimentation

• How do we make adaptive experience…
• Optimizing HHVM’s JIT Compiler

php/hack ->bytecode - JIT Compiler - Intel x6 …

Ax Empowers Developers to Tune configuration

• Ax Automates Difficult Optimization Problems

• 왜사용 몰랐

• Adaptive Experimentation Ecosystem

Ax가 중간에 껴서 많은 것을 도와준다.

Ax

• A platform for adaptive experiments
  • domain-agnostic abstractions

  • deployment

• Adaptive Experimentation in practice
  • understanding -> human in the loop optimization -> automation
• From Research to Production

Ax가 BoTorch랑 상호작용한다.

Pytorch

• Un-framework
• Built on PyTorch
• GPyTorch

AX와 BoTorch는 뭐지???