Concept of Medical Images and Machine Learning Proposal

This dissertation proposal explores the application of medical images and machine learning, specifically focusing on its importance and usefulness within the medical field. The research, conducted at Broomfield Hospital, aims to investigate the concept of medical imaging and machine learning, including deep learning techniques for image analysis. The proposal outlines the background, problem statement, research aims and objectives, rationale, and research questions. It includes a literature review, proposed research methodologies, and a preliminary time schedule. The study intends to evaluate the advantages and disadvantages of Convolutional Neural Networks in computer vision and explore how these can be better utilized for deep learning within a medical context, contributing to improved patient care and diagnostic accuracy. The research aims to address the challenges faced by healthcare professionals in tracking illness progress and leveraging the potential of AI to improve patient outcomes.

Dissertation Proposal

Executive Summary
Table of Contents
Research topic: “Concept of medical images and Machine Learning along with its importance
and usefulness in medical line”. An investigation conducted on Broomfield Hospital...................1
Introduction......................................................................................................................................1
Background of research topic.................................................................................................1
Problem statement..................................................................................................................1
Aim and objectives.................................................................................................................1
Rationale for research topic....................................................................................................2
Research questions.................................................................................................................2
Literature Review.............................................................................................................................3
Research methodologies..................................................................................................................3
Time Schedule.................................................................................................................................3
REFERENCES................................................................................................................................3

Research topic: “Concept of medical images and Machine Learning along
with its importance and usefulness in medical line”. An investigation
conducted on Broomfield Hospital.
Introduction
Background of research topic
The term Medical imaging or Machine learning us mainly associated with techniques and
processes that are used to create images of various parts of the human body that offer and lead to
better diagnostic and treatment purposes within digital health. Medical images consists of use of
various radiological imaging techniques like X-ray radiography. Fluoroscopy. Magnetic
resonance imaging (MRI), CT scans, etc that offer better monitoring and analysing of illness and
a better and more comprehensive care for patients. Thus, current dissertation is based on
Broomfield Hospital which is an acute District General Hospital in Chelmsford, Essex and
managed by the Mid and South Essex NHS Foundation Trust that offer valuable care and
treatment for patients. Thus, Broomfield Hospital is selected for current investigation to evaluate
about the Concept of medical images and Machine Learning along with its importance and
usefulness in medical line.
Problem statement
The problem statement for current dissertation is based on the issues faced by hospitals,
doctors and other physicians while tracking the progress of an ongoing illness, thus medical
imaging that consist MRI's and CT scans become vital to monitor the effectiveness of treatment
and adjust protocols as necessary to ensure with better and more comprehensive care.
Aim and objectives
Research Aim
The aim of current research work is, “To investigate about the concept of medical
images and Machine Learning along with its importance and usefulness in medical line”. A
research work on Broomfield Hospital situated at Court Rd, Broomfield, Chelmsford CM1 7ET,
United Kingdom
Research Objectives
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The main objectives and target set for current investigation on Broomfield Hospital are
stated as below:
 To get a deep insight into the concept of medical images and Machine Learning including
Deep learning for image analysis.
 To evaluate about the importance and usefulness of medical images and Machine
Learning in meeting objective of Broomfield Hospital.
 To determine the advantages and disadvantages of Convolutional Neural Networks in
Computer Vision field, along with suggestions for better use of Convolutional neural
networks for deep learning.
Rationale for research topic
The selection of current research topic is rationale from the professional view point of
researcher as yield solution for the issue and challenge faced during the tracking the progress of
an ongoing illness along with leading better understanding about the concept of medical images
and Machine Learning. Beside this, information about the advantages and disadvantages of
Convolutional Neural Networks is also lead by current investigation that is vital for researcher.
Further, also meet the personal implication of researcher through fulfilling academic and
educational criteria along with ensuring better development of managerial skills and other
competencies.
Research questions
The research questions that would be evaluated during current investigation on Broomfield
Hospital are listed as below:
 What is meant by concept of medical images and Machine Learning including Deep
learning for image analysis?
 What are the main importance and usefulness associated with use of medical images and
Machine Learning in meeting objective of Broomfield Hospital?
 What are the possible advantages and disadvantages of Convolutional Neural Networks
in Computer Vision field, along with suggestions for better use of Convolutional neural
networks for deep learning?
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Literature Review
Research methodologies
Time Schedule
REFERENCES
Books and journal
Online:
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