Executive Development Programme in Deep Learning for AI Robotics
-- ViewingNowThe Executive Development Programme in Deep Learning for AI Robotics is a certificate course designed to equip learners with essential skills for career advancement in the rapidly evolving field of artificial intelligence (AI) and robotics. This programme emphasizes the practical application of deep learning techniques to develop intelligent AI robotics systems, addressing the growing industry demand for professionals who can leverage these cutting-edge technologies to drive innovation and improve business performance.
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โข Introduction to Deep Learning: Neural networks, backpropagation, activation functions, deep learning frameworks
โข Convolutional Neural Networks (CNNs): Image recognition, object detection, feature extraction, popular architectures
โข Recurrent Neural Networks (RNNs): Sequence data, time series analysis, natural language processing, long short-term memory
โข Generative Adversarial Networks (GANs): Unsupervised learning, image generation, data augmentation
โข Reinforcement Learning: Markov decision processes, Q-learning, deep Q networks, policy gradients
โข Transfer Learning and Fine-Tuning: Pre-trained models, domain adaptation, continual learning
โข Deep Learning for Robotics: Perception, control, manipulation, localization and mapping
โข Ethics and AI: Bias, fairness, transparency, accountability, privacy
โข Leadership and Management: Team building, project management, innovation management, strategic decision making
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