Executive Development Programme in Deep Learning: Core Concepts
-- ViewingNowThe Executive Development Programme in Deep Learning: Core Concepts certificate course is a valuable opportunity for professionals seeking to delve into the advanced world of artificial intelligence. This programme focuses on the importance of deep learning, a subset of machine learning that has revolutionized industries by enabling computers to solve complex problems, understand patterns, and make predictions with unprecedented accuracy.
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โข Introduction to Deep Learning: History, Architectures, and Use Cases
โข Neural Networks: Perceptrons, Activation Functions, and Backpropagation
โข Convolutional Neural Networks (CNNs): Architecture, Applications, and Training Techniques
โข Recurrent Neural Networks (RNNs): Design, Long Short-Term Memory (LSTM), and Gated Recurrent Units (GRUs)
โข Deep Learning Frameworks: TensorFlow, PyTorch, and Keras
โข Transfer Learning: Pretrained Models, Fine-Tuning, and Feature Extraction
โข Optimization Techniques: Stochastic Gradient Descent (SGD), Momentum, and Adaptive Learning Rate Methods
โข Hyperparameter Tuning: Grid Search, Random Search, and Bayesian Optimization
โข Evaluation Metrics: Confusion Matrix, ROC Curve, Precision, Recall, and F1 Score
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