Postgraduate Certificate in Structured Deep Learning
-- ViewingNowThe Postgraduate Certificate in Structured Deep Learning is a comprehensive course designed to equip learners with essential skills in deep learning. This program focuses on the practical application of deep learning methodologies, enabling learners to build and implement effective AI models.
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โข Unit 1: Introduction to Deep Learning and Neural Networks
โข Unit 2: Advanced Deep Learning Topics: Convolutional Neural Networks (CNNs) & Recurrent Neural Networks (RNNs)
โข Unit 3: Structured Deep Learning: Graph Neural Networks (GNNs) & Deep Metric Learning
โข Unit 4: Optimization Techniques for Deep Learning
โข Unit 5: Deep Learning Libraries and Frameworks: TensorFlow, PyTorch, and Keras
โข Unit 6: Applications of Structured Deep Learning in Computer Vision, Natural Language Processing, and Recommender Systems
โข Unit 7: Ethical Considerations in Deep Learning: Bias, Fairness, and Privacy
โข Unit 8: Research Methodologies and Best Practices in Deep Learning
โข Unit 9: Deep Learning for Time Series Analysis and Forecasting
โข Unit 10: Deep Reinforcement Learning and Its Applications
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