Skip to Main Content
Artificial Intelligence for Sustainable Applications
book

Artificial Intelligence for Sustainable Applications

by K. Umamaheswari, B. Vinoth Kumar, S. K. Somasundaram
September 2023
Intermediate to advanced content levelIntermediate to advanced
368 pages
8h 46m
English
Wiley-Scrivener
Content preview from Artificial Intelligence for Sustainable Applications

11Leveraging Classification Through AutoML and Microservices

M. Keerthivasan1* and V. Krishnaveni2

Department of Computer Science and Engineering, PSG College of Technology, Coimbatore, Tamil Nadu, India

Abstract

Existing monolithic architecture used in ERPs (Enterprise Resource Planner) suffer from certain drawbacks such as increased complexity, increased startup time, reduced code readability and difficulty in debugging. This led to the emergence of micro-service architecture which approaches software development as an amalgamation of loosely coupled, independently deployable micro applications (Micro-Apps) of varied functionalities. These micro applications are privy to voluminous amount of data and incorporation of machine learning facility within them enables the users of the application to perform prediction of data circulated amidst the micro application. The aim of this work is to methodically obtain dataset and domain knowledge from consumers and make corresponding micro-apps composed for them by micro intelligence application platform capable of classification or regression while simultaneously making sure that the complexities of ML code such as model selection, hyper parameter tuning are abstracted from the client side using AutoML. The user interface is developed using angular JS and it is integrated to the backend AutoML code using rest APIs. Further the machine learning model arrived is serialized and stored along with the micro app details in a database. The ...

Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.
Start your free trial

You might also like

Artificial Intelligence for Autonomous Vehicles

Artificial Intelligence for Autonomous Vehicles

Sathiyaraj Rajendran, Munish Sabharwal, Yu-Chen Hu, Rajesh Kumar Dhanaraj, Balamurugan Balusamy
The Secrets of AI Value Creation

The Secrets of AI Value Creation

Michael Proksch, Nisha Paliwal, Wilhelm Bielert
Conversational Artificial Intelligence

Conversational Artificial Intelligence

Romil Rawat, Rajesh Kumar Chakrawarti, Sanjaya Kumar Sarangi, Anand Rajavat, Mary Sowjanya Alamanda, Kotagiri Srividya, K. Sakthidasan Sankaran

Publisher Resources

ISBN: 9781394174584Purchase Link