Masterclass Certificate in Deep Learning & Model Optimization
-- ViewingNowThe Masterclass Certificate in Deep Learning & Model Optimization is a comprehensive course that imparts critical skills for optimizing machine learning models. This certification is vital in today's data-driven world, where the ability to design and optimize deep learning models is highly sought after.
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โข Fundamentals of Deep Learning
โข Neural Networks and Backpropagation
โข Convolutional Neural Networks (CNNs)
โข Recurrent Neural Networks (RNNs) & Long Short-Term Memory (LSTM)
โข Optimization Techniques for Deep Learning
โข Regularization Methods: L1, L2, and Dropout
โข Hyperparameter Tuning in Deep Learning
โข Advanced Topics in Deep Learning
โข Transfer Learning and Model Pretraining
โข Generative Adversarial Networks (GANs)
โข Deep Reinforcement Learning
โข Special Topics in Model Optimization
โข Gradient Descent Variants: Stochastic, Mini-Batch, and Adam
โข Learning Rate Schedules and Annealing
โข Evaluation Metrics for Deep Learning Models
โข Model Interpretability and Visualization Techniques
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