Reflective Journal on the Importance of Machine Learning in Medicine

This reflective journal details a student's research on the importance of machine learning in medicine, covering various aspects of the research process. The journal entries document weekly progress, challenges faced, and insights gained during the study. The research focused on identifying the significance of machine learning algorithms in the medical field, exploring innovations like computer-based data analytics and AI. The student reflects on overcoming difficulties in data collection, research design, and topic selection, while also assessing ethical considerations and the potential impact of machine learning on healthcare. The journal highlights the importance of systematic research, the use of questionnaires, and the development of solutions for complex problems. The student also discusses future plans to improve research methods and gather more information.

Reflective Journal 1
Reflective Journal

Reflective Journal 2
Table of Contents
Weekly journal entries.....................................................................................................................3
Reflective journal.............................................................................................................................4

Reflective Journal 3
Weekly journal entries
Week 1: The implementation of research was not difficult but I face challenges in its data
collection.
Week 2: The dilemmas faced as questing topics and searching the right kind of information.
Week 3: The research topic was interesting but it was complex to have the right people for
collecting information.
Week 4: In order to tackling the project, I understood the research aspects in depth manner and
carried out it systematically.
Week 5: I have not face any serious challenge while carrying out the research investigation but
somewhere it was challenging to complete the research in very less time duration. The self
confidence and motivation helped me to come out from situation in efficient manner. In order to
handle or manage the serious situations, I discussed with the tutor to get feedback for improving
the critical conditions in effective manner.

Reflective Journal 4
Reflective journal
This research study has been taken into consideration the purpose of identifying importance of
machine learning in medicine. From this research study, I have got new knowledge and insights
about the techniques of machine learning algorithms in medicine sector. In addition to this, I
found that the innovations are consistently taking place in medicine and healthcare sector in
different forms like increasing use of computer based data analytics model, machine learning
algorithms and artificial intelligence. I assessed that the application of machine learning and
computer algorithms the need of human intervention has declined in the calculation for complex
problems. On the other hand, I also determined that the disease in the human population is
increasing and the major problems are assessed as life expectancy, dementia and aging people
and the year 2030 will also be resulted into the 75 million people with the dementia.
Apart from this, I also learnt about the enabling structure of research investigation in a logical
manner and the requirement of a professional research study. As a learner, I also get introduced
with the questing of information from the wide range of tools for better results. On the other
hand, I also got proficiency in developing the research designing for the purpose of finding the
relevant data to conclude the study. On the other hand, the research implicated the findings of
appropriate resource and data to carry out the investigation. Along with this, I also face the issues
in setting the research design in which it was typical to adopt and implement the philosophies,
design and methods of data collection. Furthermore, the selection of sample size was one of the
critical incidents for me to choose the suitable sample size. The topic selection was also complex
for me but the interest of study lead me with full of confidence.

Reflective Journal 5
I tackle this project in a systematic manner as I was very interested in evaluating the topic in
depth manner with the observation of new and required knowledge. In addition to this, I also face
the challenge while developing the questionnaire but the higher level of motivation assisted me
to lead the study in more effective manner. I feel good while processing with the research study
and I also face the several issues but I handle the situations with the best effort and take decisions
in productive manner.
From future perspective, I will manage the work in more efficient manner as I have gone through
the entire process of carrying out the research study. For next time, I will gather more
information and identify the issues which can influence the study; I will find the best solution for
problem and will found the conclusion on basis of objective.