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Assignment Week 8 Final Project InstructionsDevelop a comprehensive AI/ML project that addresses a real-world problem using Jupyter Notebook and Python. This project should incorporate elements from...

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Jeremy Hudson
Marcus,
 
Thank for your post.  Keep with the Risk management theme scrum team fail that do not Plan Risk Response. In a recent study majority of respondents (57 %) think that this step is done during sprint planning. In sprint planning, the team through its knowledge contributes to the choice of optimal option for project risk, and then a risk implementation should be executed. 34% assert that daily scrum opens an interval where we can plan the newly identified and analyzed risk responses during the sprint(Chaouch et al., 2019).
 
Reference:
Chaouch, S., Mejri, A., & Ghannouchi, S. A XXXXXXXXXXA framework for risk management in scrum development process. Procedia Computer Science, 164, XXXXXXXXXX. https:
doi.org/10.1016/j.procs XXXXXXXXXX171Links to an external site.
Ho Choi
Marcus,
Good post.
I agree that the Scrum methodology would have help tremendously if the team followed it wholeheartedly. One thing that caught my attention was in your last paragraph, you mentioned the importance of the Scrum Master. That his/her role is "essential in removing obstacles". I believe this is the crux of the problem for ByteNinja. The Scrum Master or Project Manager in this case is the leader that directs the project. He is the one that oversees everything and makes sure that it will be completed on time and within budget and that the final outcome is met. If within the team, there is someone slacking off, it is the job of the project manager to go after that person and make sure that the slacking off stops and that the project gets back on track. That's why this role is so critical to the overall project. When the Project Manager does not live up to his duty, then for sure the project will not succeed.
I would not put all the burden on the Project Manager, but in the end, he will be liable for the final outcome. 
Martin Rock
Nowadays the rise and fall of software companies is common. Those who learned lessons from their previous failures succeed…The software industry also adopts new approaches with the change in technology and techniques. Agile methodology is one of the methods that help lead to the success of any software ( P. Emam Hossain, XXXXXXXXXXScrum is the framework of agile methodology as it focuses on day-to-day project management. For the ByteNinja team, adopting Scrum could significantly improve the delivery of the Kartastic Bites POS system project by addressing past issues and cu
ent objectives.
Scrum methodology provides a framework for achieving high-quality products by
eaking down the project into manageable pieces or sprints. Each sprint focuses on delivering a set of features or functionalities that meet the quality standards established by the team. At the end of each sprint, the team conducts a review to assess the quality of the deliverables and identify areas for improvement. Given the challenges faced by the team. 
Effective communication is essential as well for the success of the project. Effective communication involves generating, collecting, disseminating, and storing project information. It ensures that all team members and stakeholders are aware of project status, requirements, and changes. Effective communication also helps to identify and resolve issues early on, preventing them from escalating into major problems.
"Lack of communication or poor communication will invariably cause your Scrum team to fall apart…Team members must have clarity about their roles, responsibilities, their team's Sprint capacity, and the scope of the problem that needs to be solved. Having a clear idea about the dates that are important for the success of the product, the purpose of the product, the customer feedback, the action items from the Sprint Retrospective, etc. helps the entire team take shared ownership of the team's results" (Ravlani, 2019).
Adopting Scrum will not only help ByteNinja manage the development of Kartastic Bites' POS system more efficiently but also ensure the final product closely aligns with Sarah's needs through improved communication, transparency, and iterative evaluation. This approach positions ByteNinja to overcome previous challenges and achieve a successful project outcome.
 
Reference
2009. A. B. H.-y. P. Emam Hossain, "Using Scrum in Global Software Development: A Systematic Literature Review", 4rth IEEE International conference on Global Software Engineering, July 2009.
Ravlani, K. (2019, May XXXXXXXXXXways the scrum master can improve scrum team communication. Scrum Certification Training and Agile Coaching. https:
agileforgrowth.com
log/scrumteam-communication

Marcus Mccall
Integrating Scrum principles and practices includes solutions that describe the struggles in the software development teams. Scrum in the team can address challenges by highlighting Business Problem Scenarios and Programming Team Scenarios. As highlighted in the project, Communication is an essential aspect of Scrum and can help mitigate misalignment and ineffective collaboration. Daily Scrum meetings can help team members synchronize activities (Paul & Behjat, 2019). This will help discuss progress and provide a platform for transparent Communication. It ensures all stakeholders know about tasks, progress, and potential obstacles to create a collaborative environment. Task management can help in the development of Sprint Planning of Scrum. Sprint Planning in a team requires the selection of tasks from the product backlog. It includes clearly understanding priorities and achievable goals for upcoming sprints. The Sprint Review allows regular inspection of completed work. It provides opportunities to adapt and reprioritize tasks-based feedback from stakeholders. Quality assurance challenges must be addressed through the implementation of sprint retrospectives. It helps the team to reflect on past sprints to identify areas for improvement and implementation of solutions. This includes the implementation of refining processes and incorporating feedback loops.
The team can enhance quality assurance practices to reduce the occu
ence of software bugs and defects. Roles included in Scrum are Product Owner, Scrum Master, and Development Team. It can help establish responsibilities and accountabilities. It ensures a sense of ownership and empowerment in the team (Bhavsar, Shah & Gopalan, XXXXXXXXXXThe Scrum Master is essential in removing obstacles that can hamper progress. This ensures that the team can focus on delivering value. ByteNinja can transform the software development approach, which will help implement better Communication, task management, and quality assurance practices. It includes regular iterations and feedback loops that allow the team to overcome challenges. It will help the project develop a POS system for Kartastic Bites.
 
References:
Bhavsar, K., Shah, V., & Gopalan, S XXXXXXXXXXScrum: An agile process reengineering in software engineering. International Journal of Innovative Technology and Exploring Engineering, 9(3), XXXXXXXXXX.
Paul, R., & Behjat, L. (2019, June). I am using principles of SCRUM project management in an integrated design project. In The 15th International CDIO Conference.
Answered 1 days After Oct 06, 2024

Solution

Bhaumik answered on Oct 08 2024
5 Votes
Predictive Maintenance Using Machine Learning: A Detailed Methodology
I. INTRODUCTION
The goal of predictive maintenance is to estimate the likelihood of an industrial equipment failure so that preventive maintenance can minimize unplanned downtime. To forecast equipment failure, this project involves developing a machine learning model utilizing past sensor data. Preventing malfunctions and optimizing maintenance schedules are the objectives.
II. DATASET OVERVIEW
Industrial equipment failure logs and sensor measurements constitute the dataset used in this study. Air temperature, process temperature, torque, rotational speed, and tool wear are important characteristics. The binary column Target, which represents the target variable, indicates whether a failure occu
ed (1) or not (0).
Columns:
· UDI: Unique Identifier.
· Product ID: ID of the product.
· Type: Categorical variable indicating product type.
· Air Temperature [K]: Air temperature in Kelvin.
· Process Temperature [K]: Process temperature in Kelvin.
· Rotational Speed [rpm]: Speed in revolutions per minute.
· Torque [Nm]: Torque in Newton-meters.
· Tool wear [min]: Tool wear in minutes.
· Target: Binary Failure target (0=No failure, 1=Failure).
Initial Data Inspection: The dataset is made up of 10 columns, no missing values were discovered at first. However, further data modifications produced missing values that were properly handled.
III. METHODOLOGY
3.1 Data Preprocessing:
Preparing the data was the initial stage in creating the predictive maintenance model. The dataset given comprised of several sensor readings and product information, including category factors, numerical variables, and the goal failure labels. Initial exploratory data analysis (EDA) indicated that several columns, such as UDI and Product ID, were identifiers rather than features that may add to the model’s predictive performance. As a result, these columns were removed since they included no information that might be used to anticipate equipment failure. Similarly, as the main objective of the classification model was to predict whether a failure happened rather than identifying the precise type of failure, the column Failure Type, which described the type of failure for failed units, was not explicitly employed as a feature in the model.
3.1.1 Dropping Unnecessary Columns:
UDI, Product ID, and Failure Type are examples of columns that were removed because they are either identifiers or not predictive for the cu
ent job.
data_cleaned = data.drop(['UDI', 'Product ID', 'Failure Type'], axis=1)
3.1.2 Handling Categorical Values:
A one-hot encoding process was used to transform the categorical Type column into a numerical format for model training. By assigning random numbers, one-hot encoding...
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