Problem scoping Flashcards
What is Problem scoping?
It refers to the understanding of the problem and finding out various factors which affect the problem.
What is a problem statement
A problem statement is a clear description of the issues ,it includes a vision,issue statement, and method used to solve the problem.
The four parameters of4Ws problem Canvas. Explain
Who: - This step includes the details about the stakeholders who are directly and indirectly affected by the problems that are an important basis of the 4w canvas.
What: - it helps in understanding and identifying the nature of the problem and how do you get to know about this as a problem. These details should be supported by relevant and valid evidence about the existence of the set problem.
Where: - Here, we concentrate on where this problem comes from;. the context, situation and location where the problem is most prominent, plays an important role here.
Why: - give the answer as to why we need to solve this and how the solution will improve the situation for an individual and the society as a whole.
how the goals of the problem should be finalized.
· It is the first phase after identifying the problem in developing AI project. This is we identify the project and set goals that we want our project to achieve.
· It can be thought of as a part of the problem-definition phase of AI Project. All other phases of the AI Project cycle follow this phase, without proper problem scoping everything else will fail.
· Incorrect problem scoping is one of the most common reason for project failures and delays.
Steps of Problem Scoping
- Receiving/Identifying the problem.
- Goal Setting
- Identification of Stakeholders
- Identifying the Existing Measures
- Identifying the Ethical Concerns
What is AI project cycle? Name the different stages.
In an AI project development, the AI Project Cycle provides us with an appropriate framework which can lead us towards the goal. This concept provides an organized plan for breaking down the task of program development into manageable modules.
Steps: -
1. Problem scoping : - It refers to the understanding of the problem and finding out various factors which affect the problem.
2. Data acquisition: - It is the process of collection of data accurately and it must be reliable to work.
3. Data exploration: - Process of refining the gathered data which needs to be arrange uniformly for better understanding .
4. Modelling: - It means to present the results of the modern researches in AI .To build an AI based project, we need to work around AI models or algorithms.
5. Evaluation: - It is the method of understanding the reliability of an AI Model. It is based on the outputs which is received by feeding the test data to model and comparing the output with the actual answers.
Define theme.
It is a broad term that covers the aspects of relevance under it.
What do you understand about the 4w canvas?
It consists the 4 components, Who, What, Where, Why. It helps us in understanding the problem.