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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• Introduction to AI Traffic Forecasting: Basics of AI, Traffic Forecasting methods, Importance and Scope
• Data Collection and Preprocessing: Traffic data sources, Data cleaning, Feature engineering
• Time Series Analysis: ARIMA, SARIMA, Exponential Smoothing, Prophet
• Machine Learning Techniques: Regression, Decision Trees, Random Forest, Neural Networks
• Deep Learning Models: LSTM, GRU, CNN, Transformer models
• AI-based Traffic Simulation: Microscopic and Macroscopic Simulation, Calibration and Validation
• Traffic Flow Theory: Fundamentals of traffic flow, Jam Density, Wave Speed
• Planning and Decision Making: Multi-objective Optimization, Reinforcement Learning
• Implementation and Evaluation: Real-world applications, Performance Metrics, Case Studies
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EntryRequirements
- BasicUnderstandingSubject
- ProficiencyEnglish
- ComputerInternetAccess
- BasicComputerSkills
- DedicationCompleteCourse
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- ThreeFourHoursPerWeek
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- TwoThreeHoursPerWeek
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