A Review Paper on the Application of Machine Learning in Healthcare: Advancements, Challenges, and Future Prospects

A Review Paper on the Application of Machine Learning in Healthcare: Advancements, Challenges, and Future Prospects

Registration ID: IJNRD_300257

Published ID: IJNRD2409077

DOI: Click Here to Get

Rashmita Behera

Machine Learning in Healthcare, Disease Diagnosis, Medical Imaging, Predictive Analytics, Ethical Concerns in AI

The integration of machine learning (ML) in healthcare has revolutionized the industry, providing new possibilities for improving patient care, diagnosis, and treatment outcomes. ML algorithms are capable of processing vast amounts of complex medical data, identifying patterns that may not be evident to human clinicians, and making highly accurate predictions. This review explores key applications of ML in healthcare, including disease diagnosis, medical imaging, personalized treatment, and predictive analytics. Additionally, we examine the use of deep learning, natural language processing (NLP), and reinforcement learning to enhance medical research and clinical decision-making. The paper also addresses the challenges that come with the implementation of ML in healthcare, such as data quality, interpretability of models, generalization across diverse populations, and ethical concerns like patient privacy and algorithmic bias. Finally, we discuss future directions for ML in healthcare, focusing on emerging fields like federated learning, explainable AI, and precision medicine, which have the potential to further transform the healthcare landscape. By offering a comprehensive overview of current advancements and outlining the key challenges, this review provides insights into the growing role of ML in modern healthcare and the steps needed to ensure its responsible and effective adoption.

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"A Review Paper on the Application of Machine Learning in Healthcare: Advancements, Challenges, and Future Prospects", IJNRD - INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT (www.IJNRD.org), ISSN:2456-4184, Vol.9, Issue 9, page no.a697-a700, September-2024, Available :https://ijnrd.org/papers/IJNRD2409077.pdf

Volume 9 Issue 9, September-2024

Pages : a697-a700

Paper Reg. ID: IJNRD_300257

Published Paper Id: IJNRD2409077

Downloads: 000121186

Research Area: Humanities All

Country: Pune, Maharashtra, India

Published Paper PDF: https://ijnrd.org/papers/IJNRD2409077.pdf

Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2409077

Journal Name: INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT(IJNRD)

ISSN: 2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar | ESTD YEAR: 2016

An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.76 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

Publisher: IJNRD (IJ Publication) Janvi Wave

This work is licensed under a Creative Commons Attribution 4.0 International License and The Open Definition

Call For Paper - Volume 10 | Issue 8 | August 2025

IJNRD is Scholarly open access journals, Peer-reviewed, and Refereed Journals, High Impact factor 8.76 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool), Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(DOI) with Open-Access Publications.

INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT (IJNRD) aims to explore advances in research pertaining to applied, theoretical and experimental Technological studies. The goal is to promote scientific information interchange between researchers, developers, engineers, students, and practitioners working in and around the world. IJNRD will provide an opportunity for practitioners and educators of engineering field to exchange research evidence, models of best practice and innovative ideas.

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Paper Submission Open For: August 2025

Current Issue: Volume 10 | Issue 8

Last Date for Paper Submission: Till 31-Aug-2025

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Frequency: Monthly (12 issue Annually).

Journal Type: International Peer-reviewed, Refereed, and Open Access Journal.

Subject Category: Research Area