Undergraduate Certificate in AI for Site Planning
-- ViewingNowThe Undergraduate Certificate in AI for Site Planning is a cutting-edge course designed to equip learners with essential skills in artificial intelligence (AI) and site planning. This certificate course is of paramount importance as AI continues to revolutionize industries, including urban planning and design.
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โข Introduction to Artificial Intelligence (AI): Overview of AI, its history, and current applications. Understanding AI terminologies and concepts.
โข Data Analysis for Site Planning: Data collection methods, data cleaning, and data preprocessing. Statistical analysis and interpretation for site planning.
โข Machine Learning (ML) Basics: Supervised and unsupervised learning, regression and classification algorithms. Hands-on experience with popular ML libraries.
โข Computer Vision in Site Planning: Object detection, image segmentation, and feature extraction. Applications of computer vision in site planning.
โข Natural Language Processing (NLP): Text preprocessing, sentiment analysis, and topic modeling. Applications of NLP in site planning.
โข Reinforcement Learning (RL): Markov decision processes, Q-learning, and deep Q-networks. Applications of RL in site planning.
โข AI Ethics and Regulations: Discussion on ethical considerations, biases, and fairness in AI. Overview of AI regulations and their impact on site planning.
โข AI Applications in Site Planning: Autonomous vehicles, smart cities, and IoT. Using AI to improve site planning and decision making.
โข AI Project Management: Planning and managing AI projects, including data management, model validation, and deployment.
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