Professional Certificate in Neural Networks: Optimization
-- viewing nowThe Professional Certificate in Neural Networks: Optimization is a crucial course for those interested in deep learning and artificial intelligence. This certificate program, offered by leading institutions, covers optimization techniques essential for training accurate neural networks.
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Course details
• Unit 1: Introduction to Neural Networks
• Unit 2: Neural Network Architectures and Design
• Unit 3: Backpropagation and Optimization Algorithms
• Unit 4: Gradient Descent Techniques: Stochastic, Batch, and Mini-batch
• Unit 5: Learning Rate Schedules and Adaptive Learning Rates
• Unit 6: Second Order Optimization Methods: Newton's Method and Quasi-Newton Methods
• Unit 7: Regularization Techniques: L1 and L2 Regularization
• Unit 8: Advanced Regularization Techniques: Dropout and Early Stopping
• Unit 9: Hyperparameter Tuning and Model Selection
• Unit 10: Practical Optimization Strategies and Best Practices
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