Giter Club home page Giter Club logo

multiclass-keras's Introduction

MultiClass-Keras

Multiclass classification is a machine learning problem where the goal is to predict one of multiple classes from a set of data. For example, a multiclass classification model could be used to predict the type of flower in an image, or the sentiment of a text review. Keras is a high-level Python library for building and training deep learning models. It provides a variety of tools and features for configuring and training multiclass classification models.

To configure a multiclass classification model with Keras, you first need to define a training dataset containing the features and the target values. The target values should be one-hot encoded, which means that each class should be represented by a vector of zeros with a one in the position corresponding to the class.

Once you have defined your training dataset, you can use the Keras API to create a multiclass classification model. Keras provides a variety of pre-built model architectures that you can use for multiclass classification, such as the Sequential model. You can also define your own custom model architectures.

Once you have created your model, you need to compile it. This involves specifying the loss function, optimizer, and metrics that you want to use. For multiclass classification, the most common loss function is categorical cross-entropy.

Finally, you need to train your model. This involves feeding your training data to the model and allowing it to learn the relationships between the features and the target values. Once your model is trained, you can use it to make predictions on new data.

multiclass-keras's People

Contributors

ralmao 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.