Professional Certificate in Neural Networks and Computer Vision
-- ViewingNowThe Professional Certificate in Neural Networks and Computer Vision is a course designed to provide learners with essential skills in machine learning and computer vision. This program covers the fundamental concepts of neural networks, deep learning, and computer vision, offering a comprehensive understanding of how AI models can be trained to interpret and understand visual data.
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โข Unit 1: Introduction to Neural Networks
โข Unit 2: Computer Vision Fundamentals
โข Unit 3: Convolutional Neural Networks (CNNs)
โข Unit 4: CNN Architectures: LeNet, AlexNet, VGG, GoogLeNet, and ResNet
โข Unit 5: Object Detection: Traditional vs. Deep Learning Approaches
โข Unit 6: State-of-the-art Object Detection Algorithms: RCNN, Fast RCNN, Faster RCNN, YOLO, SSD
โข Unit 7: Semantic Segmentation and Instance Segmentation
โข Unit 8: Generative Adversarial Networks (GANs) and Applications
โข Unit 9: Transfer Learning and Fine-tuning in Neural Networks
โข Unit 10: Real-World Applications of Neural Networks and Computer Vision
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