Git Product home page Git Product logo

Comments (3)

DarkoNedic avatar DarkoNedic commented on June 28, 2024

Well I overlooked that someone (#3) had the same problem.
But still after reading the paper, I don't really understand why this is happening.

from genetic-cnn.

aqibsaeed avatar aqibsaeed commented on June 28, 2024

Hi,

First to be clear the paper is not mine I implemented the idea presented in the paper.
Before using genetic algorithm to optimize the architecture, I would suggest you to look into dataset (if it is correctly labeled and normalized) then train a simple model and make sure the loss is minimizing. Later on try genetic algorithm to optimize the architecture. Again start with simple building blocks to make debugging easier. Importantly, I merely provided a very simplistic architecture, you need to find building block that works on your problem and then use GA to find optimal connections. Hope this helps.

from genetic-cnn.

DarkoNedic avatar DarkoNedic commented on June 28, 2024

Thank you for your response. Now I figured out what you've done in the code.
I modified the code to be able to add more channels per convolution and I have done some other stuff, like keeping the output size the same per convolution per stage. Thus, I get better accuracies (the right ones) as well as fitness scores.
I've forked your repository and there I'll be sharing my modifications.

So, yes, it helped, indeed. Thank you very much!

from genetic-cnn.

Related Issues (10)

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    🖖 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. 📊📈🎉

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 ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.