Professional Certificate in Neural Networks for eCommerce
-- ViewingNowThe Professional Certificate in Neural Networks for eCommerce is a vital course designed to empower learners with the essential skills needed to thrive in today's data-driven world. This certificate course focuses on the application of neural networks in eCommerce, providing learners with a deep understanding of how to use artificial intelligence to drive business growth, optimize customer experiences, and make data-driven decisions.
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โข Introduction to Neural Networks – Basic concepts, history, and applications of neural networks.
โข Data Preprocessing for Neural Networks – Data cleaning, normalization, and feature extraction techniques.
โข Activation Functions in Neural Networks – Sigmoid, ReLU, Tanh, and other activation functions and their applications.
โข Building Neural Network Architectures – Designing and implementing feedforward, convolutional, and recurrent neural networks.
โข Training Neural Networks – Backpropagation, optimization algorithms, and hyperparameter tuning.
โข Deep Learning and Neural Networks – Introduction to deep learning, its applications, and popular deep learning architectures.
โข Applying Neural Networks in eCommerce – Customer segmentation, recommendation systems, fraud detection, and demand forecasting.
โข Evaluating and Improving Neural Network Models – Metrics, cross-validation, and ensemble methods for model evaluation and improvement.
โข Ethical Considerations in Neural Networks – Bias, fairness, transparency, and privacy in neural networks and AI systems.
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