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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⢠Unit 1: Introduction to Deep Learning and Neural Networks
⢠Unit 2: Advanced Deep Learning Topics: Convolutional Neural Networks (CNNs) & Recurrent Neural Networks (RNNs)
⢠Unit 3: Structured Deep Learning: Graph Neural Networks (GNNs) & Deep Metric Learning
⢠Unit 4: Optimization Techniques for Deep Learning
⢠Unit 5: Deep Learning Libraries and Frameworks: TensorFlow, PyTorch, and Keras
⢠Unit 6: Applications of Structured Deep Learning in Computer Vision, Natural Language Processing, and Recommender Systems
⢠Unit 7: Ethical Considerations in Deep Learning: Bias, Fairness, and Privacy
⢠Unit 8: Research Methodologies and Best Practices in Deep Learning
⢠Unit 9: Deep Learning for Time Series Analysis and Forecasting
⢠Unit 10: Deep Reinforcement Learning and Its Applications
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