Executive Development Programme in Deep Learning for Vision: Frontiers
-- ViewingNowThe Executive Development Programme in Deep Learning for Vision: Frontiers certificate course is a comprehensive program designed to empower professionals with the latest advancements in deep learning for computer vision. This course emphasizes the importance of deep learning techniques in solving complex vision problems, meeting the growing industry demand for experts in this field.
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โข Introduction to Deep Learning for Vision
โข Fundamentals of Convolutional Neural Networks (CNNs)
โข Advanced CNN Architectures: AlexNet, VGG, GoogLeNet, ResNet
โข Object Detection and Recognition: R-CNN, Fast R-CNN, Faster R-CNN, YOLO, SSD
โข Semantic Segmentation: FCNs, U-Net, DeepLab
โข Generative Adversarial Networks (GANs) and their Applications in Vision
โข Transfer Learning and Domain Adaptation
โข Optimization Techniques for Deep Learning: Stochastic Gradient Descent, Adam, RMSprop
โข Deep Learning Libraries: TensorFlow, Keras, PyTorch
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