Month 13: Advanced Topics in Deep Learning

Week 1: Advanced Convolutional Neural Networks (CNNs)

• DenseNet
• ResNeXt
• EfficientNet
• Self-Attention Networks

Week 2: Advanced Recurrent Neural Networks (RNNs)

• Gated Recurrent Units (GRUs)
• Attention Mechanisms
• Transformer Networks
• BERT and GPT

Week 3: Reinforcement Learning in Deep Learning

• Introduction to Reinforcement Learning
• Policy Gradients
• Actor-Critic Methods
• Deep Reinforcement Learning for Games

Week 4: Interpretability and Explainability in Deep Learning

• Introduction to Model Interpretability
• Local and Global Interpretability Methods
• Adversarial Examples and Interpretability
• Ethics and Interpretability