Questions and Answers
What is the purpose of the CottonAce app?
What stage of the pest management system involves testing multiple models to choose the most efficient one?
What is the first step in using the CottonAce app?
What is the outcome of the Modelling stage?
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What feature of the CottonAce app helps farmers know the right time to spray pesticides?
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What is the final stage of the pest management system?
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What is the purpose of the trap in the CottonAce app?
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What is the outcome of the initial testing of the model?
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What is the purpose of the Problem Statement Template?
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What is the 'Who' section in the Problem Statement Template used for?
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In the Pest Management case study, what is the problem that farmers have?
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What is the 'Why' section in the Problem Statement Template used for?
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What is the benefit of the ideal solution in the Pest Management case study?
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What is the purpose of the 4W canvas in problem identification?
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What does the 'Where' section in the Problem Statement Template refer to?
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What is the relationship between the 4W canvas and the Problem Statement Template?
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What happens to the system outcome if there is a change in one of the system elements?
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What is the purpose of the arrows in a System Map?
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What does a '+' sign in a System Map indicate?
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What is an example of a system element in the Water Cycle?
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Why does a high salary increment today affect the predicted future salary?
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What is the purpose of a System Map?
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What would happen to Y if X increases and they have an inverse relationship?
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What is the concept of the Water Cycle?
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What is the main difference between the Rule-Based and Learning-Based approaches?
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What is the primary goal of the Rule-Based approach?
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What happens to the Learning-Based model when new data is introduced?
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What is the main advantage of the Learning-Based approach?
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What is the purpose of labelling images in the Learning-Based approach?
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What happens during the testing stage of the Learning-Based approach?
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What is a characteristic of the Rule-Based approach?
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What is the primary focus of the Learning-Based approach?
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What is the main goal of presenting an ethical scenario in a learning environment?
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What is the benefit of discussing different responses to an ethical scenario from various learners?
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What type of question is 'Is it OK to lie?'?
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What is the purpose of asking learners to imagine themselves in an ethical scenario?
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Why might it be challenging for an AI tool to make decisions in ethical scenarios?
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What is an example of an ethical question?
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Why is it important to discuss the advantages and disadvantages of using an AI tool?
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What is the purpose of watching reference videos on ethical scenarios?
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Study Notes
AI-Enabled Pest Management System
- The system uses Computer Vision to recognize pests and provide recommendations to farmers.
- The system involves three stages: Modelling, Evaluation, and Deployment.
- In the Modelling stage, AI algorithms are selected and implemented to identify pests.
- In the Evaluation stage, the models are tested to evaluate their efficiency and reliability.
- In the Deployment stage, the chosen model is deployed on farmers' mobile phones.
CottonAce App
- CottonAce is a mobile application that helps farmers protect their crops from pests.
- It uses AI to warn farmers about possible pest infestations.
- It aids farmers in determining the correct amount of pesticides, knowing the right time to spray pesticides, and seeking professional help as needed.
Problem Statement Template
- A template that summarizes key points of a problem statement, including stakeholders, issue, context, and benefit of the solution.
- Used to create a problem statement for the pest management case study.
AI Project Cycle
- Involves stages such as Modelling, Evaluation, and Deployment.
- Modelling involves implementing AI algorithms to identify pests.
- Evaluation involves testing models to evaluate their efficiency and reliability.
- Deployment involves deploying the chosen model on farmers' mobile phones.
System Map
- A visual representation of a system, showing cause-and-effect relationships between elements.
- Elements are represented in circles, with arrows showing the direction of the effect and signs (+ or -) showing the relationship between elements.
AI Approaches
- Rule-Based Approach: involves feeding data and rules to the machine, which then predicts answers based on the training data.
- Learning-Based Approach: involves training the machine on data, which then designs a model that adapts to changes in the data.
Ethical Scenarios
- Imaginary scenarios used to discuss ethical dilemmas, such as whether to serve a burger that has been dropped on the floor or to return extra change given by a shopkeeper.
- Used to explore moral and ethical questions, such as whether it is okay to lie or steal in certain circumstances.
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Description
Test your knowledge on AI-enabled pest management systems, including stages of modeling, evaluation, and deployment, designed to help farmers recognize pests and provide recommendations.