Giter Site home page Giter Site logo

sourav-naskar / gsoc-2021-evaluation-tasks Goto Github PK

View Code? Open in Web Editor NEW
1.0 1.0 0.0 439 KB

Evaluation Tasks for the Google Summer Of Code 2021 Project Called DIMENSIONALITY REDUCTION FOR STUDYING DIFFUSE CIRCUMGALACTIC MEDIUM of The Organization Called Machine Learning for Science (ML4SCI) Umbrella Organization.

Jupyter Notebook 100.00%

gsoc-2021-evaluation-tasks's Introduction

This is the Evaluation Tasks for the Google Summer Of Code 2021 Project Called DIMENSIONALITY REDUCTION FOR STUDYING DIFFUSE CIRCUMGALACTIC MEDIUM of The Organization Called Machine Learning for Science (ML4SCI) Umbrella Organization.

I was given a dataset that consists of 6 million labeled samples of two categories (classes) produced with Monte Carlo simulations.

Each sample consists of 28 features. The first 21 features are basic features related to the degrees of freedom of the problem.

The last seven are functions of the first 21.

Subtask 1: I have trained a Machine Learning Classifier such as

1)Logistic Regression,

2)KNN,

3)Decision Tree Classifier &

4)Random Forest classifier with ROC-AUC curve for each Classifier for the Classification of 2 Classes.

Subtask 2: I have used several Dimensionality Reduction Techniques Such as

1)Low Variation filter,

2)High Correlation filter,

3)Random forest feature importance,

4)Principal Component Analysis &

5)Truncated Singular Value Decomposition for dimensionality reduction of the dataset.

I also combined PCA & Truncated SVD with Logistic Regression with ROC-AUC Curve for comparing accuracy of original classifier and classifier with reduced dimensions.

gsoc-2021-evaluation-tasks's People

Contributors

sourav-naskar avatar

Stargazers

 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.