Executive Development Programme in Exploring Neural Networks
-- ViewingNowThe Executive Development Programme in Exploring Neural Networks is a certificate course designed to empower professionals with the essential skills needed to thrive in today's data-driven world. This programme focuses on the critical analysis and implementation of neural networks, a subset of artificial intelligence that is revolutionizing industries.
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โข Introduction to Neural Networks — Basics of artificial neural networks, architecture, and components.
โข Perceptron Algorithms — Single-layer neural networks, perceptron learning rule, and limitations.
โข Multi-Layer Perceptrons (MLP) — Architecture, backpropagation algorithm, and training strategies.
โข Convolutional Neural Networks (CNN) — Designing and implementing CNNs for image recognition.
โข Recurrent Neural Networks (RNN) — Long Short-Term Memory (LSTM) networks, sequence-to-sequence models, and applications.
โข Deep Learning Frameworks — TensorFlow, PyTorch, and Keras; hands-on experience with building neural networks.
โข Hyperparameter Tuning & Regularization — Techniques to prevent overfitting, cross-validation, and optimization strategies.
โข Transfer Learning & Fine-Tuning — Leveraging pre-trained models, fine-tuning, and feature extraction.
โข Generative Adversarial Networks (GAN) — Principles of GAN, training techniques, and applications.
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