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DEEP LEARNING DETECTOR FOR PESTS AND PLANT DISEASE RECOGNITION BY ILELADEWA OLUWATIMILEHIN ADEKUNLEA REPORT SUBMITTED TO University Tank Abdul Rahman in partial fulfillment of the requirements for
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How to fill out deep learning detector for
01
Obtain labeled training data for the deep learning detector.
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Preprocess the data by normalizing and standardizing it.
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Split the data into training and testing sets.
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Design and define the architecture of the deep learning detector, including the number of layers and neurons.
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Train the deep learning detector using the training data, adjusting the model parameters until convergence.
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Evaluate the performance of the trained detector using the testing data and metrics like accuracy and precision.
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Fine-tune the model and hyperparameters if necessary to improve the detector's performance.
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Use the trained deep learning detector to make predictions on new, unseen data.
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Monitor and continuously improve the detector over time as new data becomes available or requirements change.
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Automation and robotics industry can employ deep learning detectors for object detection and gesture recognition, enabling robots and machines to interact with their environment.
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Deep learning detector is used for detecting patterns and features in large amounts of data using neural networks.
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Anyone using deep learning technology for various applications like image recognition, natural language processing, and robotics may be required to file deep learning detector.
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To fill out a deep learning detector, one needs to provide details about the purpose of the model, training data used, evaluation metrics, and potential biases.
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Information such as model architecture, dataset used, training process, evaluation results, and potential risks or biases must be reported on a deep learning detector.
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