Giter VIP home page Giter VIP logo

Comments (1)

GiovanniCmpaner avatar GiovanniCmpaner commented on May 28, 2024

If you see the source code of train, it just calls fit after a few checks and normalization:

tiny-dnn/tiny_dnn/network.h

Lines 305 to 308 in c0f576f

return fit<Error>(optimizer, input_tensor, output_tensor, batch_size, epoch,
on_batch_enumerate, on_epoch_enumerate, reset_weights,
n_threads, t_cost_tensor);
}

Some elaboration, according to:

tiny-dnn/tiny_dnn/network.h

Lines 258 to 259 in c0f576f

* The difference between train and fit method is how to specify desired
* output.

The signature of train is:

tiny-dnn/tiny_dnn/network.h

Lines 284 to 286 in c0f576f

bool train(Optimizer &optimizer,
const std::vector<vec_t> &inputs,
const std::vector<label_t> &class_labels,

And the signature of fit is:

tiny-dnn/tiny_dnn/network.h

Lines 368 to 370 in c0f576f

bool fit(Optimizer &optimizer,
const std::vector<T> &inputs,
const std::vector<U> &desired_outputs,

So train is more appropriate for label classification problems, as it takes a vector of labels in the output argument (third one).
And fit would be more appropriate for non-classification problems, maybe detecting an object boundary, for example.

So essentially, both achieve can achieve the same result.

from tiny-dnn.

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.