Theory and development in Computer Science where systems perform tasks that normally requires human intelligence.
Question
Theory and development in Computer Science where systems perform tasks that normally require human intelligence.
Solution
The statement you provided seems to be referring to the field of Artificial Intelligence (AI) in Computer Science. AI is a branch of computer science that aims to create systems capable of performing tasks that would normally require human intelligence. These tasks include learning and adapting to new information, understanding human language, recognizing patterns, solving problems, and making decisions.
Here are the steps to develop such systems:
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Problem Identification: The first step is to identify the problem that the AI system will solve. This could be anything from recognizing speech to predicting customer behavior.
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Data Collection: AI systems need data to learn from. This could be in the form of text, images, audio, or any other type of data relevant to the problem.
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Data Preprocessing: The collected data needs to be cleaned and formatted in a way that the AI system can understand.
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Model Selection: Choose an AI model that is suitable for the problem. This could be a neural network, decision tree, or any other type of model.
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Training: Feed the data to the AI model and let it learn from the data. This is usually done by adjusting the model's parameters to minimize the difference between the model's predictions and the actual results.
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Evaluation: Test the AI system on new data that it hasn't seen before to see how well it performs.
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Deployment: If the AI system performs well, it can be deployed to start solving the problem in the real world.
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Monitoring and Maintenance: Once deployed, the AI system needs to be monitored to ensure it continues to perform well. It may also need to be retrained as new data becomes available.
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