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Advanced AI Techniques
This course explores cutting-edge topics in AI, focusing on advanced techniques, ethical implications, and real-world deployment challenges.
Session 1: Unsupervised and Semi-Supervised Learning (9:00 AM – 10:30 AM)
Clustering algorithms (K-Means, Hierarchical, DBSCAN).
Generative Adversarial Networks (GANs) and Deep Generative Models.
Self-supervised learning and anomaly detection.
Session 2: AI Infrastructure and Deployment (10:45 AM – 12:30 PM)
CPUs vs. GPUs vs. Specialized Chips for AI.
Edge vs. On-Premises vs. Cloud AI deployments.
Open-source AI software and frameworks.
Data management, cost, and scalability for AI.
Lunch Break (12:30 PM – 1:30 PM)
Session 3: Ethical AI and Societal Impact (1:30 PM – 3:00 PM)
Advanced topics in AI ethics: bias, privacy, accountability.
Responsible AI development and governance.
Human trust and acceptance with AI systems.
Session 4: Emerging Trends and Future of AI (3:15 PM – 4:30 PM)
Explainable AI (XAI) and interpretability.
Quantum Computing and its potential impact on AI.
AI-driven advancements and networked autonomy.
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