Giter Site home page Giter Site logo

working-with-300-dimension-vectors's Introduction

Neural-Network-for-Question-Duplication-Analysis

artificial neural network model with 86.09 % accuracy Here is the steps carried:

capture capture1 capture2 capture3 capture4 capture5 capture6 capture7

This photo is from the visulaization of initial feature engineering seaborn

Heatmap was generated for calculating degree of effects of input parameter. sea

I know you cant visualize this :D ee

Supervised machine learning model implemented before ANN design:

capture8

This is the summary of neural network:

capture2

Own neural network designed containing 5 hidden layers and 15 input nodes: 36961577_1649855611790400_3100370821776932864_n

Training screenshot:

capture3

Curve plotted:

capture4

Confusion matrix: capture9

UI and Back end development: capture10

And this was the UI designed using Django backend:

capture7 sdfg

results: screencapture-127-0-0-1-8080-searchlist-2018-07-16-12_48_32

Relying on the project's idea, new workflow of architecture of was designed and a research was proposed. You can have a full read of the paper here:
"Exploring Deep Learning in Semantic Question Matching"
https://ieeexplore.ieee.org/document/8586832


Thanks !

working-with-300-dimension-vectors's People

Contributors

ashwin-dhakal avatar

Stargazers

 avatar  avatar

Watchers

 avatar  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.