Executive Development Programme in Deep Learning & Computer Vision
-- ViewingNowThe Executive Development Programme in Deep Learning & Computer Vision is a certificate course designed to empower professionals with the latest advancements in AI and machine learning. This program focuses on deep learning and computer vision, two critical areas driving innovation across industries.
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โข Introduction to Deep Learning: Neural networks, backpropagation, activation functions, deep learning frameworks
โข Convolutional Neural Networks (CNNs): Architecture, design principles, training strategies, image classification
โข Object Detection with Deep Learning: Single-stage detectors, two-stage detectors, real-time detection, model deployment
โข Semantic Segmentation: FCNs, U-Net, DeepLab, instance segmentation, embedded vision applications
โข Generative Models and GANs: Autoencoders, Variational Autoencoders, Generative Adversarial Networks, image generation and manipulation
โข Transfer Learning and Domain Adaptation: Pre-trained models, fine-tuning, domain adaptation techniques, real-world applications
โข Reinforcement Learning and Deep Reinforcement Learning: Markov decision processes, Q-learning, Deep Q Networks, applications in vision-based control
โข Explainable AI and Ethical Considerations: Model interpretability, fairness, privacy, ethics in deep learning and computer vision applications
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