Git Product home page Git Product logo

declarative_privacy_preserving's Introduction

declarative_privacy_preserving

Requirements: tensorflow_privacy, sklearn, pandas

Hyper-Parameter Search results

  • LR=0.002, EPOCHS=5000, NOISE MULTIPLIER=O.3 ====> EPSILON=~43,000; ACC=0.99
  • LR=0.002, EPOCHS=5000, NOISE MULTIPLIER=0.35 ====> EPSILON=~24,000; ACC=0.97
  • LR=0.003, EPOCHS=5000, NOISE MULTIPLIER=0.35 ====> EPSILON=~24,000; ACC=0.99
  • LR=0.0025, EPOCHS=5000, NOISE MULTIPLIER=0.38 ====> EPSILON=~17,000; ACC=0.94
  • LR=0.0025, EPOCHS=5000, NOISE MULTIPLIER=0.39 ====> EPSILON=~16,000; ACC=0.92
  • LR=0.0025, EPOCHS=5000, NOISE MULTIPLIER=0.4 ====> EPSILON=~14,000; ACC=0.91
  • LR=0.002, EPOCHS=10,000, NOISE MULTIPLIER=0.5, BATCH_SIZE=200 ====> EPSILON=~13,500; ACC=0.93

Increased Number of Hidden Units to 1000

  • LR=0.001, EPOCHS=10,000, NOISE_MULTIPLIER=0.6, BATCH SIZE=250 ====> EPSILON=~8,600; ACC=0.89
  • LR=0.001, EPOCHS=10,000, NOISE MULTIPLIER=0.5, BATCH SIZE=250 ====> EPSILON=~11,000; ACC=0.92
  • LR=0.001, EPOCHS=10,000, NOISE MULTIPLIER=0.55, BATCH SIZE=200 ====> EPSILON=~9,900; ACC=0.93

declarative_privacy_preserving's People

Contributors

hguan6 avatar jiazou-bigdata avatar thenush avatar

Watchers

 avatar  avatar

Forkers

yanchengwang

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.