Advanced Topics and Emerging Frontiers in Artificial Intelligence

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Advanced Topics and Emerging Frontiers in Artificial Intelligence

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Advanced Topics and Emerging Frontiers in Artificial Intelligence

Deep Learning Architectures and Advanced Foundations

4 Lessons

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Transformer Networks and Attention Mechanisms Beyond NLP

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Generative Adversarial Networks (GANs) and Variational Autoencoders (VAEs)

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Advanced Reinforcement Learning: Actor-Critic Methods and Policy Optimization

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Probabilistic Graphical Models and Causal Inference in AI Systems

Large Language Models and Generative AI

4 Lessons

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Architectural Deep Dive into Large Language Models (LLMs)

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Pre-training, Fine-tuning, and Prompt Engineering for LLMs

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Multimodal Generative AI: Text-to-Image, Text-to-Video, and Beyond

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Evaluation Metrics and Benchmarking for Generative Models

Responsible AI, Explainability, and Ethical Considerations

3 Lessons

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Explainable AI (XAI): Techniques for Model Interpretability and Transparency

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Fairness, Bias Detection, and Mitigation Strategies in AI Systems

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Privacy-Preserving AI: Federated Learning and Differential Privacy

AI for Complex Systems and Emerging Paradigms

3 Lessons

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Multi-Agent Systems and Game Theory in AI Decision Making

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AI in Robotics: Advanced Perception, Navigation, and Manipulation

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Quantum Machine Learning and AI on Quantum Computers

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Dora

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