Git Product home page Git Product logo

Comments (3)

cancan101 avatar cancan101 commented on July 2, 2024

It is correct that the train loop does not keep track of the best weights seen so far. That being said, "best" is not uniquely defined. Do you mean best classification score or best objective score? Or some other notion of best? That decision is left to the user.

You can add this functionality using something like I proposed in: #18 (comment) (heavily inspired by Daniel's implementation in his blog post) and then:

    early_stopping = EarlyStopping(patience=100)

    net = NeuralNet(...
        on_epoch_finished=[
            early_stopping,
        ],
        on_training_finished=[early_stopping.load_best_weights]
     )

from nolearn.

dnouri avatar dnouri commented on July 2, 2024

Thanks for your comment. I believe we can close this one now.

from nolearn.

pengpaiSH avatar pengpaiSH commented on July 2, 2024

@cancan101 , thank you for your timely reply and you are right. This is defined by developer, which keeps the main function clean and makes it more flexible and extendible. Inspired by your early_stopping a lot. Also thanks @dnouri for your amazing blog post.

from nolearn.

Related Issues (20)

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.