This introductory course on Artificial Intelligence (AI) offers a comprehensive overview of fundamental concepts, techniques, and applications. Students will explore AI's history, core techniques like machine learning and natural language processing, and the ethical implications, fostering a critical understanding of AI's impact on society and the future.
Philosophical Foundations of Artificial Intelligence
Intelligent Agents
Applications of Artificial Intelligence
2.1 Problem Solving and Search Algorithms
2.2 Logic and Knowledge Representation
2.3 Uncertainty and Reasoning under Uncertainty
2.4 Learning and Adaptation
Uninformed Search Algorithms
Informed Search Algorithms
Heuristic Search Algorithms
Game Playing and Search Strategies
Logical Representation of Knowledge
Propositional Logic and First-Order Logic
Semantic Networks and Frames
Ontologies and Knowledge Representation in AI
Supervised Learning
Unsupervised Learning
Reinforcement Learning
Model Evaluation and Selection
Machine Learning Applications
Natural Language Understanding
Natural Language Generation
Sentiment Analysis
Machine Translation
Applications of Natural Language Processing
Introduction to Deep Learning
Convolutional Neural Networks
Recurrent Neural Networks
Generative Adversarial Networks
Applications of Deep Learning
Bias and Fairness in AI
Privacy and Security Concerns in AI
The Impact of AI on Society and Employment
Ethical Guidelines for AI Development and Deployment
Robot Motion Planning and Control
Object Recognition and Grasping
Human-Robot Collaboration
Applications of AI in Robotics and Automation
Medical Image Analysis
Drug Discovery and Development
Personalized Medicine
Applications of AI in Healthcare
Financial Fraud Detection
Algorithmic Trading
Customer Segmentation and Targeted Advertising
Applications of AI in Finance and Marketing
Self-Driving Car Technology
Traffic Optimization and Management
Autonomous Vehicles and the Future of Transportation
Applications of AI in Transportation
"I will be the leader of a company that ends up being worth billions of
dollars, because I got the answers. I understand culture. I am the
nucleus.
I think that’s a responsibility that I have, to push possibilities, to
show
people, this is the level that things could be at."
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