Assignment 3 Project Execution, Data Collection and Analysis
.docx
keyboard_arrow_up
School
Arizona State University *
*We aren’t endorsed by this school
Course
309
Subject
Computer Science
Date
Dec 6, 2023
Type
docx
Pages
8
Uploaded by AdmiralKnowledge12905
1
Assignment 3: Project Execution, Data Collection and Analysis
Vidhiben Rasikbhai Gajjar
19
th
April 2023
ITM 6000
Webster University
2
Automated Diagnosis of Skin Diseases Using Deep Learning
Introduction
Many individuals worldwide suffer from skin diseases, and prompt and accurate diagnosis is
essential for effectively treating and managing these conditions. Nevertheless, visual
examination of skin diseases is subjective and prone to error. To address this issue, the proposed
project, "Automated Diagnosis of Skin Diseases Using Deep Learning," seeks to develop an
automated system capable of accurately diagnosing skin diseases using deep learning
techniques. The system will be trained on a large dataset of preprocessed images of skin
disorders. The deep learning algorithms will enable it to detect subtle differences in the images
that human observers might overlook. The proposed solution has the potential to substantially
improve the accuracy and efficiency of diagnosing skin diseases, resulting in improved patient
outcomes and more efficient utilization of healthcare resources. This project's findings will
contribute to the increasing corpus of research on using deep learning techniques in healthcare.
They will have significant implications for dermatology and the broader fields of artificial
intelligence and machine learning.
Data Collection
The method of gathering information is an essential component of this endeavor. For the system
to effectively detect skin disorders, it must first be trained using a dataset of photographs
depicting a variety of skin ailments. It will enable the system to recognize minor variations in the
images. The procedure of gathering information for this research entails collecting photographs
3
of various skin disorders from various sources, such as Internet databases, medical institutes,
and private practitioners.
Psoriasis, eczema, melanoma, and acne are some of the skin disorders that will be included in
the collection, comprising several thousand photos in total. The photographs will each be
accompanied by a caption describing the particular skin disease it depicts (
Burlina et al., 2019)
.
Because it will enable the deep learning algorithms to understand the patterns and features of
each skin disease, this labeling will be vital for the training process.
Preprocessing will be performed on the photos before they are used for training to guarantee
that they all have the exact dimensions and are in the same format. In addition, during the
preprocessing step, any artifacts or noise in the pictures that can impact the training process's
precision will be eliminated (
Wu et al., 2020)
. After preprocessing the photos, they will be
separated into training, validation, and test sets. The vast majority of the images are utilized for
training deep learning algorithms.
In addition to the photographs, demographic information, such as the ages, sexes, and races of
the patients who volunteered to take their photographs, will also be gathered. This data will be
used to investigate whether there is a link between the demographic information and the
accuracy of the diagnosis provided by the deep learning system. The data will be anonymized to
safeguard the patient's right to confidentiality.
The method of collecting data will adhere to ethical norms, which will guarantee that the
patient's privacy will be preserved and that the data will be gathered in a legal and moral way.
The patients will be asked for their informed consent before the study team collects their
photos and demographic data; this will ensure their confidentiality is maintained (
Adegun &
Your preview ends here
Eager to read complete document? Join bartleby learn and gain access to the full version
- Access to all documents
- Unlimited textbook solutions
- 24/7 expert homework help
Related Questions
Question 4
It has been established that road accident is the number one killer in Ghana far exceeding that of HIV aids and COVID-19 put together. Most of the roads accidents are known to have been caused by driver negligence. There is currently no system in place to track offenses committed by drivers. Charles Saah of AiTSystem a software company advised that a system should be put in place to track the number of offenses committed by drivers. The system should be able to count the number of offenses committed by each driver and make the following recommendations.
A. If a minor offense is committed by a driver, a fine of GHs 50 should be charged and the driver cautioned. A second minor offense by the same driver should attract a fine of GHs 150 and the bared from driving for two weeks.
If the same driver commits more than two minor offenses, the driver’s license should be confiscated and directed to go for retraining as a driver.
B. However, if a major offense is…
arrow_forward
Alert - don't use any AI platform to generate answer and don't try to copy others'work otherwise I'll reduce rating.
arrow_forward
Computer Science
Create a salary analysis workbook summarizing salaries over the first six months of the year. It will be used to determine possible salary increases. When completed, the workbook should include eight worksheets and three charts, created using advanced formatting, functions and formulas, graphics, Cell Styles, Sparklines, and Goal Seek
arrow_forward
GIS is often described as a set of computer tools to help manage, analyse and map spatial data. Unlike
traditional fields of study-whereby the definition typically begins with 'the study of - GIS is deeply rooted as
an applied skill. In this course, concepts of each lesson and tutorial build on one another and it is important to
be able to demonstrate that you can identify and apply specific techniques related to each lesson. The
purpose of this demonstration of skill is to be able to navigate Open Data and/or ArcGIS Online, add data to
your map, and to symbolize your spatial data. This task will help you familiarize yourself with ArcGIS Pro.
Task#1
In ArcGIS Pro download or add at least three datasets/layers (i.e. shapefile or feature class); at least one layer
should disaster- or emergency-related. The layers you select should have some relation and not be random
(e.g. tornadoes, geology, and dwellings). In the map view, create a 'map' using these layers/datasets. They
should each…
arrow_forward
Can someone help with this questions
arrow_forward
Computer Science
The Manifesto for Agile Software Development sets out four values:
individuals and interactions over processes and tools
working software over comprehensive documentation
customer collaboration over contract negotiation
responding to change over following a plan.
Choose an agile development method for discussion. Your chosen method can come from your work or your study, from your reading, or from an internet search. Identify the source, giving a reference where possible. Give the name of your chosen method.
Using each of the Manifesto values listed above as a heading, explain how your chosen method demonstrates each of these values.
arrow_forward
Project Synopsis:
ABC Walk-in Clinic is located in a large metropolitan city in Canada. The clinic staff consists of ten doctors, six nurses, five office secretaries, two administrative assistants and one manager. First time Patients have to visit the clinic personally and fill a registration form that contains their personal and health related information. An office secretary would then enter that information in the computer based information system.
Patients may become a permanent patient (at any time) for one of the doctors at the clinic by filling up necessary forms (they are called enrolled patients) or they may choose to come walk-in for every visit. (They usually called walk-in patients) Enrolled Patients may book their appointments online or by calling, the office and one of the secretaries would then book their appointment with their doctor on a particular day/time. Any booked appointment may be cancelled up to 24 hours in advance after which the clinic charges a…
arrow_forward
Peter has a whole number succession a1,a2,... ,an
He can play out the accompanying activity quite a few times (potentially, zero):
• Select any certain whole number k
(it very well may be different in various tasks).
• Pick any situation in the arrangement (perhaps the start or end of the succession, or in the middle of any two
components) and supplement k
• into the arrangement at this position.
• Along these lines, the succession a
• changes, and the following activity is performed on this changed arrangement.
For instance, if a=[3,3,4]
what's more he chooses k=2, then, at that point, after the activity he can acquire one of the arrangements
[2-,3,3,4], [3,2-,3,4], [3,3,2-,4], or [3,3,4,2-]
Peter needs this arrangement to fulfil the accompanying condition: for each 1sis|a|, aisi. Here, Ja denotes the
size of a
Assist him with observing the base number of tasks that he needs to perform to accomplish this objective. We can
show that under the limitations of the issue it's conceivable…
arrow_forward
Computer Science
You have been hired as a systems analyst to work with two other analysts. Your task is to document the functional requirements of the Australian Tax Office (ATO) in UML. In a typical learning environment, assignments are often based on hypothetical case studies, like those in the tutorials. Such case studies are limiting because you have little opportunity to investigate how authentic computer systems work, thus making it difficult to appreciate the complexity of an authentic system, the need for analysis and the usefulness of analysis tools. We hope that by investigating an authentic system you will appreciate the importance of analysis and the role of UML as a communication and analysis tool. During the analysis stage, UML is used to specify systems requirements, which will be used to design a computer system. In this assignment, we will use UML to document a system that has already been computerised – like reverse engineering a system (from an existing computer…
arrow_forward
Experimental Engineering Analysis:
Experimental engineering analysis is used
for Solution of engineering problems
true
false
There are in general levels of standards of
measurements International standards and
Working standards
true
False
The value of the Mega is equal to 10^-6 *
true
false
arrow_forward
A learning management system is a great digital platform to educate students online. student who has his/her unique identity (roll number, name, father name, gender,email, DOB,session,degree,etc) is enrolled in system with his/her respective course. so a numver of students are tought in a particular course. course can be described as its(title, course code and credit hours etc) . a course is also assigned to a tutor who can upload teaching material like lectures/slides/books and quiz in LMS.now BZU want to develop its own online learning portal(BZU-LMS).write down the important classes you would use for program and a breif description of the state and behhaviour for which each class would be responsible like feilds/ method names, andand /or describe the functionality , you will also establish the interaction between the classes with axxess modifires where applicable
arrow_forward
An Excel row within a worksheet may be described correctly as ..
a. A set of cells stretching down the worksheet (e.g.columns A, B, C,...)
b.
Being named by an alpha character (i.e. A, B, C,.)
Comprising one of over one million rows in a worksheet
d. All of these answers
arrow_forward
5
arrow_forward
Question 4 Open source software is developed software with source code that is publicly available, under an open source license, andis open for anyone to study, change, and improve its design. If a company adopts this approach for software development,discuss the issues concerned with licensing of this software.
Question 5 A prototype is an initial version of a software system that is used to demonstrate concepts, try out design options, and findout more about the problem and its possible solutions. Discuss this concept in detail outlining the benefits as well as theprocess activities.
Question 6 Requirements engineering is a systems and software engineering process which covers all the activities involved indiscovering, documenting and maintaining a set of requirements for a computer-based system. Provide a detailedexplanation for functional and non-functional requirements
arrow_forward
Making Elevators Go Faster!This story has been reported in numerous places and has almost become a classic example to explain the need for problem identification. Ackoff (as cited in Larson , 1987) described the problem of managing complaints about slow elevators in a tall hotel tower.After trying many solutions for reducing the complaint: staggering elevators to go to different floors, adding operators, and so on, the management determined that the real problem was not about the actual waiting time but rather the perceived waiting time. So the solution was to install full-length mirrors on elevator doors on each floor. As Hesse and Woolsey (1975) put it, "the women would look at themselves in the mirrors and make adjustments, while the men would look at the women, and before they knew it, the elevator was there ." By reducing the perceived waiting time, the problem went away. Baker and Cameron 0996) give several other examples of distractions, including lighting,…
arrow_forward
Analyze and solve case study.
Jimmy works in an organization as an assistant manager in the IT department and recently promoted to the designation of senior manager. Mark, Jimmy’s department head calls him to his office. Mark shares with Jimmy that the CEO has received a letter from one of the employees of the IT department. The CEO has kept the name confidential. The letter states that software installed recently does not perform well as expected and the department has not achieved the desired results. Jimmy is aware of this problem by the software installed and reported to his Department Head, Mark several times before. Mark is in favor of that software and the only supporter and has been providing positive feedback to the CEO about its performance. Mark asks Jimmy to draft a reply to the letter that should support the system. It should say that the system is performing well with the desired results. Jimmy is confused and mentally disturbed. He wants to give the true facts to the…
arrow_forward
How can conflict in git resolved?
arrow_forward
Problem: Security breaches and confidentiality of personal data are important considerations in modern system design. We have all heard the saying that “knowledge is power.” With the collection, categorization, and analysis of big data, companies can know more about their clients as a whole than the sum of their individual activities. The simple example of selling subscriber mailing lists has been dealt with, but what about mining transactions to create a custom profile of client trends, and then selling this aggregate information? A company cannot pass on your personal information to another company, but can it pass on the metadata of all of its clients? For example, can a company that supplies web hosting for ecommerce sites mine the transactions of those websites and sell the aggregate traffic information to competing companies? Search the literature on this subject and produce a report on the legal, moral, and ethical considerations of such an activity.
Question: Discuss…
arrow_forward
Why is testing insufficient to ensure correctness?
arrow_forward
North Hills College is a tiny private school in Candyland. In the future, the college may replace its digital exam system. A related eight is a number assigned to a cause for a system project by the college director.
arrow_forward
of boou ed nso atongsm
1611 oqovq tond s stW
190mun ert an
nstiog
due to
bnild
onbe aud pOm
5) Suppose you want to know whether a new dating app helps you find a better matched
significant other. Suppose that you have 60 volunteers (30 Males and 30 Females) who are
currently not in a relationship but wish to be so. Design a study (Make a block diagram) to
answer the question: "Does the new dating app help one find a more compatible match than no
dating app?"
selesunT
0oitelugoq erh to 1sdmem yavs mol noltsmotni zlsg zuenso A
noisluqoq ortt lo toedua 19qo1g 6 moil noiteTriolni z19g algnsz A
equ tom 1o Wt.otnl.aoltslugogar noiineq uoy ow ai elgmaz beitbse A
quong rlass mon stqmea mobnsY B Sst nod bas
neitup raset910 19wane of 2lsae tarts ybute yns ai tnsmitaqxs nA
wooldue lotnemnhaqxe adi son aerlanea01 ort varition yhute bnild elduob & nl
mamted ed gvissen aleublvioni lairtw won
arrow_forward
Please i need a solution to Question Number 2
arrow_forward
Q#1: Below mentioned is the abstract of the study.
This article reports on a study for which the Unified Theory of Acceptance and Use of Technology (UTAUT) served as a theoretical framework. The purpose of the exploration was to gain an understanding of students’ perceptions of the adoption of social media, namely Facebook and Twitter, in an academic library setting. The study applied the constructs as described by the UTAUT, namely, performance expectancy, effort expectancy, social influence, and facilitating conditions, to explore students’ perceived behavioral intentions to use social media. A sample of 30 students were selected from two universities, one in Belgium (University of Antwerp) and one in South Africa (University of Limpopo), to gain better insight of the students’ perceptions regarding the adoption and use of social media, in particular Facebook and Twitter, by the academic libraries at these two universities. The…
arrow_forward
PROJECT TOPIC:
Fetal ECG visualization and analysis on synthetic dataset, study the available ECG data and create a system to
visualize and generate new synthetic data using the knowledge learned in this course.
1.1 Project Report
By the end of the project, you will be summarizing the relevant learnings and submit the project report. The report will
have the following components.
- Cover page and consent form (please use the standard cover page and consent form posted on Blackboard)
Table of contents
- Introduction
Methodology
- Results
Discussion and conclusion
- References
Appendices
Please properly label and caption all the figures in your report. Any non-original material used in your report needs to
come with proper citations, please use IEEE format for all your references. Please format your report in pdf format, 1.5
lines-spaced with 11 pt. font.
arrow_forward
Problem Solving with Digital Image Processing
Digital image processing requires a varied background for its successful use. Practitioners in this field arc called upon both for theoretical analysis and practical application. It requires a balanced knowledge of mathematical theory, optics, and computer technology, and the use of common sense.
Once the decision to use digital image processing has been made, the problem frequently guides the search for a solution. Processing and analysis techniques are drawn from a bag of tools consisting of formal theory, proved heuristics, and untested ideas. The solution often results from a combination of techniques. Whether or not the immediate problem is solved, the list of available techniques usually grows. Frequently, a heuristic is solidified in theory after its successful application, and new theoretical methods often suggest processing and analysis approaches. What are the Functional Requirements for Digital Image Processing
arrow_forward
SEE MORE QUESTIONS
Recommended textbooks for you
Principles of Information Systems (MindTap Course...
Computer Science
ISBN:9781305971776
Author:Ralph Stair, George Reynolds
Publisher:Cengage Learning
Fundamentals of Information Systems
Computer Science
ISBN:9781337097536
Author:Ralph Stair, George Reynolds
Publisher:Cengage Learning
Related Questions
- Question 4 It has been established that road accident is the number one killer in Ghana far exceeding that of HIV aids and COVID-19 put together. Most of the roads accidents are known to have been caused by driver negligence. There is currently no system in place to track offenses committed by drivers. Charles Saah of AiTSystem a software company advised that a system should be put in place to track the number of offenses committed by drivers. The system should be able to count the number of offenses committed by each driver and make the following recommendations. A. If a minor offense is committed by a driver, a fine of GHs 50 should be charged and the driver cautioned. A second minor offense by the same driver should attract a fine of GHs 150 and the bared from driving for two weeks. If the same driver commits more than two minor offenses, the driver’s license should be confiscated and directed to go for retraining as a driver. B. However, if a major offense is…arrow_forwardAlert - don't use any AI platform to generate answer and don't try to copy others'work otherwise I'll reduce rating.arrow_forwardComputer Science Create a salary analysis workbook summarizing salaries over the first six months of the year. It will be used to determine possible salary increases. When completed, the workbook should include eight worksheets and three charts, created using advanced formatting, functions and formulas, graphics, Cell Styles, Sparklines, and Goal Seekarrow_forward
- GIS is often described as a set of computer tools to help manage, analyse and map spatial data. Unlike traditional fields of study-whereby the definition typically begins with 'the study of - GIS is deeply rooted as an applied skill. In this course, concepts of each lesson and tutorial build on one another and it is important to be able to demonstrate that you can identify and apply specific techniques related to each lesson. The purpose of this demonstration of skill is to be able to navigate Open Data and/or ArcGIS Online, add data to your map, and to symbolize your spatial data. This task will help you familiarize yourself with ArcGIS Pro. Task#1 In ArcGIS Pro download or add at least three datasets/layers (i.e. shapefile or feature class); at least one layer should disaster- or emergency-related. The layers you select should have some relation and not be random (e.g. tornadoes, geology, and dwellings). In the map view, create a 'map' using these layers/datasets. They should each…arrow_forwardCan someone help with this questionsarrow_forwardComputer Science The Manifesto for Agile Software Development sets out four values: individuals and interactions over processes and tools working software over comprehensive documentation customer collaboration over contract negotiation responding to change over following a plan. Choose an agile development method for discussion. Your chosen method can come from your work or your study, from your reading, or from an internet search. Identify the source, giving a reference where possible. Give the name of your chosen method. Using each of the Manifesto values listed above as a heading, explain how your chosen method demonstrates each of these values.arrow_forward
- Project Synopsis: ABC Walk-in Clinic is located in a large metropolitan city in Canada. The clinic staff consists of ten doctors, six nurses, five office secretaries, two administrative assistants and one manager. First time Patients have to visit the clinic personally and fill a registration form that contains their personal and health related information. An office secretary would then enter that information in the computer based information system. Patients may become a permanent patient (at any time) for one of the doctors at the clinic by filling up necessary forms (they are called enrolled patients) or they may choose to come walk-in for every visit. (They usually called walk-in patients) Enrolled Patients may book their appointments online or by calling, the office and one of the secretaries would then book their appointment with their doctor on a particular day/time. Any booked appointment may be cancelled up to 24 hours in advance after which the clinic charges a…arrow_forwardPeter has a whole number succession a1,a2,... ,an He can play out the accompanying activity quite a few times (potentially, zero): • Select any certain whole number k (it very well may be different in various tasks). • Pick any situation in the arrangement (perhaps the start or end of the succession, or in the middle of any two components) and supplement k • into the arrangement at this position. • Along these lines, the succession a • changes, and the following activity is performed on this changed arrangement. For instance, if a=[3,3,4] what's more he chooses k=2, then, at that point, after the activity he can acquire one of the arrangements [2-,3,3,4], [3,2-,3,4], [3,3,2-,4], or [3,3,4,2-] Peter needs this arrangement to fulfil the accompanying condition: for each 1sis|a|, aisi. Here, Ja denotes the size of a Assist him with observing the base number of tasks that he needs to perform to accomplish this objective. We can show that under the limitations of the issue it's conceivable…arrow_forwardComputer Science You have been hired as a systems analyst to work with two other analysts. Your task is to document the functional requirements of the Australian Tax Office (ATO) in UML. In a typical learning environment, assignments are often based on hypothetical case studies, like those in the tutorials. Such case studies are limiting because you have little opportunity to investigate how authentic computer systems work, thus making it difficult to appreciate the complexity of an authentic system, the need for analysis and the usefulness of analysis tools. We hope that by investigating an authentic system you will appreciate the importance of analysis and the role of UML as a communication and analysis tool. During the analysis stage, UML is used to specify systems requirements, which will be used to design a computer system. In this assignment, we will use UML to document a system that has already been computerised – like reverse engineering a system (from an existing computer…arrow_forward
- Experimental Engineering Analysis: Experimental engineering analysis is used for Solution of engineering problems true false There are in general levels of standards of measurements International standards and Working standards true False The value of the Mega is equal to 10^-6 * true falsearrow_forwardA learning management system is a great digital platform to educate students online. student who has his/her unique identity (roll number, name, father name, gender,email, DOB,session,degree,etc) is enrolled in system with his/her respective course. so a numver of students are tought in a particular course. course can be described as its(title, course code and credit hours etc) . a course is also assigned to a tutor who can upload teaching material like lectures/slides/books and quiz in LMS.now BZU want to develop its own online learning portal(BZU-LMS).write down the important classes you would use for program and a breif description of the state and behhaviour for which each class would be responsible like feilds/ method names, andand /or describe the functionality , you will also establish the interaction between the classes with axxess modifires where applicablearrow_forwardAn Excel row within a worksheet may be described correctly as .. a. A set of cells stretching down the worksheet (e.g.columns A, B, C,...) b. Being named by an alpha character (i.e. A, B, C,.) Comprising one of over one million rows in a worksheet d. All of these answersarrow_forward
arrow_back_ios
SEE MORE QUESTIONS
arrow_forward_ios
Recommended textbooks for you
- Principles of Information Systems (MindTap Course...Computer ScienceISBN:9781305971776Author:Ralph Stair, George ReynoldsPublisher:Cengage LearningFundamentals of Information SystemsComputer ScienceISBN:9781337097536Author:Ralph Stair, George ReynoldsPublisher:Cengage Learning
Principles of Information Systems (MindTap Course...
Computer Science
ISBN:9781305971776
Author:Ralph Stair, George Reynolds
Publisher:Cengage Learning
Fundamentals of Information Systems
Computer Science
ISBN:9781337097536
Author:Ralph Stair, George Reynolds
Publisher:Cengage Learning