Global Certificate in Machine Learning for Municipal Planning
-- ViewingNowThe Global Certificate in Machine Learning for Municipal Planning is a comprehensive course that equips learners with essential skills in machine learning and artificial intelligence, tailored for municipal planning. This course is crucial in today's data-driven world, where decision-makers need data analysis and prediction tools to create effective urban development strategies.
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⢠Introduction to Machine Learning â Basics of machine learning, its types, and applications.
⢠Data Preprocessing â Data cleaning, normalization, transformation, and feature engineering.
⢠Supervised Learning â Linear regression, logistic regression, support vector machines, and ensemble methods.
⢠Unsupervised Learning â Clustering, dimensionality reduction, and association rules.
⢠Deep Learning â Neural networks, convolutional neural networks, and recurrent neural networks.
⢠Time Series Analysis â Autoregressive, moving average, and exponential smoothing methods.
⢠Reinforcement Learning â Markov decision processes, Q-learning, and deep Q-networks.
⢠Machine Learning for Municipal Planning â Transportation, housing, zoning, and urban development.
⢠Machine Learning Ethics â Bias, fairness, privacy, and transparency in machine learning.
⢠Machine Learning Project Management â Data management, model validation, and deployment.
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