Certificate in AI Traffic Forecasting and Planning
-- ViewingNowThe Certificate in AI Traffic Forecasting and Planning is a comprehensive course that equips learners with essential skills in utilizing artificial intelligence for traffic forecasting and planning. This certification is crucial in today's world, given the rapid urbanization and the need for smart city solutions.
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โข Introduction to AI Traffic Forecasting: Basics of AI, Traffic Forecasting methods, Importance and Scope
โข Data Collection and Preprocessing: Traffic data sources, Data cleaning, Feature engineering
โข Time Series Analysis: ARIMA, SARIMA, Exponential Smoothing, Prophet
โข Machine Learning Techniques: Regression, Decision Trees, Random Forest, Neural Networks
โข Deep Learning Models: LSTM, GRU, CNN, Transformer models
โข AI-based Traffic Simulation: Microscopic and Macroscopic Simulation, Calibration and Validation
โข Traffic Flow Theory: Fundamentals of traffic flow, Jam Density, Wave Speed
โข Planning and Decision Making: Multi-objective Optimization, Reinforcement Learning
โข Implementation and Evaluation: Real-world applications, Performance Metrics, Case Studies
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