Git Product home page Git Product logo

medical_trial_nn's Introduction

medical_trial

Learn keras API basics through solving simple numerical data analysis question.

description

An experimental Covid-19 vaccine was tested on patients ranging from age 13~103 in a clinical trial. The trial had 21000 participants. Half of the participants were under 65 years old, and the other half was 65 years of age or older. The trial showed that around 95% of patients 65 or older experienced side effects from the drug, and around 95% of patients under 65 experienced no side effects.

topics

  1. Data preprocessing, creating dummy data from out system model (which is a made-up story in this case)
  2. Creating a simple Neural Network by using Keras API
  3. Training, first complie the model by using compile() , then train the model by using fit()
  4. Testing, the model make predictions for the test_samples based on what it learned from the train_samples, this process is called "inference"
  5. Plotting a confusion Matrix to evaluate how well the model perform
  6. Save and Load the model, there are three different ways to save a Keras model with its weights both and separately

medical_trial_nn's People

Contributors

paulchen2713 avatar

Watchers

 avatar

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.