Global Certificate in Next-Gen AI Traffic Forecasting
-- ViewingNowThe Global Certificate in Next-Gen AI Traffic Forecasting is a comprehensive course designed to equip learners with essential skills for career advancement in the rapidly evolving field of AI traffic forecasting. This course is of paramount importance in today's world, where traffic congestion and air pollution have become critical issues in urban areas.
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โข Introduction to AI Traffic Forecasting: Overview of AI in traffic forecasting, its importance, and applications. โข Data Collection and Preprocessing: Techniques for collecting and cleaning traffic data, feature engineering. โข Machine Learning Fundamentals: Supervised, unsupervised, and reinforcement learning, regression, classification, clustering. โข Deep Learning Models: Neural networks, recurrent neural networks (RNNs), long short-term memory (LSTM) networks. โข Convolutional Neural Networks (CNNs): Architecture, training, and applications of CNNs in traffic forecasting. โข Time Series Analysis: Autoregressive integrated moving average (ARIMA), seasonal ARIMA (SARIMA), and exponential smoothing state space models. โข Evaluation Metrics: Mean absolute error (MAE), root mean square error (RMSE), mean absolute percentage error (MAPE). โข Ethics and Bias in AI: Understanding ethical considerations and avoiding bias in AI traffic forecasting. โข Implementing AI Traffic Forecasting: Real-world challenges, deployment options, and case studies.
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