Certificate in Neural Networks for Visual Data
-- ViewingNowThe Certificate in Neural Networks for Visual Data is a comprehensive course that equips learners with essential skills in neural networks, a vital area of artificial intelligence. This program covers the theory and application of neural networks, enabling learners to leverage visual data in their projects.
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โข Introduction to Neural Networks
โข Types of Neural Networks: Feedforward, Recurrent, Convolutional
โข Mathematics of Neural Networks: Linear Algebra, Calculus, Probability
โข Backpropagation Algorithm
โข Training Neural Networks: Data Preparation, Model Selection, Hyperparameter Tuning
โข Convolutional Neural Networks (CNNs) for Image Recognition
โข CNN Architectures: LeNet, AlexNet, VGG, GoogLeNet, ResNet
โข Transfer Learning and Fine-Tuning
โข Object Detection and Semantic Segmentation
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