Executive Development Programme in Neural Networks and Strategic Decision Making
-- ViewingNowThe Executive Development Programme in Neural Networks and Strategic Decision Making is a certificate course designed to provide learners with a deep understanding of artificial neural networks and their application in strategic decision making. This programme is critical for professionals seeking to stay ahead in the era of big data and AI.
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โข Fundamentals of Neural Networks: Understanding the basics of artificial neural networks, including their structure, components, and functionality. This unit will cover the history, biological inspiration, and mathematical models of neural networks.
โข Data Preprocessing and Feature Engineering: Learning the techniques for preparing and cleaning data, and creating meaningful features for neural networks. This unit will include data normalization, feature scaling, and data augmentation techniques.
โข Convolutional Neural Networks (CNNs): Understanding the architecture and applications of convolutional neural networks for image recognition and classification. This unit will cover the basics of CNNs, including convolutional layers, pooling layers, and fully connected layers.
โข Recurrent Neural Networks (RNNs): Learning the principles and applications of recurrent neural networks for sequential data analysis. This unit will cover the basics of RNNs, including vanilla RNNs, long short-term memory networks, and gated recurrent units.
โข Deep Reinforcement Learning: Exploring the latest developments in deep reinforcement learning, including Q-learning, Deep Q Networks (DQNs), and policy gradient methods. This unit will cover the fundamentals of reinforcement learning and its applications in games, robotics, and autonomous systems.
โข Strategic Decision Making: Understanding the principles of strategic decision making and its application in business and industry. This unit will cover the basics of decision making, risk analysis, and uncertainty management.
โข Neural Networks in Business and Industry: Examining the use cases and applications of neural networks in various industries, including finance, healthcare, and manufacturing. This unit will cover the opportunities and challenges of implementing neural networks in real-world scenarios.
โข Ethics of Neural Networks: Discussing the ethical considerations and implications of using neural networks, including privacy, security, and fairness. This unit will cover the ethical principles and guidelines for developing
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