Generative AI Crash Course for Non-Tech Professionals. Register Now >

Breast cancer histopathological images classification using deep learning

Author(s): Pokala PranayKumar, Raul Villamarin Rodriguez, S. Phanikumar

Abstract

The examination of breast cancer by investigating histopathological images personate a serious role in the patient’s development and deep learning tactics is used to get a set of parameters from images used to build deep convolutional networks. We adapted the shufflenet model from pre-trained models for the multi-class classification of histopathological images of breast cancer by using the transfer learning technique. All our results are used to show that transfer learning provides the finest examination of breast cancer images. The average accuracy of all classes of breast tumor cells is 95±% using MATLAB. In this paper, we have proposed our methods of using pretrained networks in the transfer learning process using MATLAB on histopathological images of breast cancer. All results shown in this paper are on the augmented dataset in multi-class classification. Future researchers could use different networks with other training options and different parameters.

Picture of Association of Data Scientists

Association of Data Scientists

The Chartered Data Scientist Designation

Achieve the highest distinction in the data science profession.

Elevate Your Team's AI Skills with our Proven Training Programs

Strengthen Critical AI Skills with Trusted Generative AI Training by Association of Data Scientists.

Our Accreditations

Get global recognition for AI skills

Chartered Data Scientist (CDS™)

The highest distinction in the data science profession. Not just earn a charter, but use it as a designation.

Certified Data Scientist - Associate Level

Global recognition of data science skills at the beginner level.

Certified Generative AI Engineer

An upskilling-linked certification initiative designed to recognize talent in generative AI and large language models

Join thousands of members and receive all benefits.

Become Our Member

We offer both Individual & Institutional Membership.