O'Reilly logo

Java Deep Learning Projects by Md. Rezaul Karim

Stay ahead with the world's most comprehensive technology and business learning platform.

With Safari, you learn the way you learn best. Get unlimited access to videos, live online training, learning paths, books, tutorials, and more.

Start Free Trial

No credit card required

Multi-Label Image Classification Using Convolutional Neural Networks

In the previous chapter, we developed a project that accurately classifies cancer patients based on cancer types using an LSTM network. This is a challenging problem in biomedical informatics. Unfortunately, when it comes to classifying multimedia objects such as images, audio, or videos, linear ML models and other regular deep neural network (DNN) models, such as Multilayer Perceptron (MLP) or Deep Belief Networks (DBN), often fail to learn or model non-linear features from images.

On the other hand, convolutional neural networks (CNNs) can be utilized to overcome these limitations. In CNNs, the connectivity pattern between neurons is inspired by the human visual cortex, ...

With Safari, you learn the way you learn best. Get unlimited access to videos, live online training, learning paths, books, interactive tutorials, and more.

Start Free Trial

No credit card required