Professional Certificate in Forecasting & Predictive Modeling
-- ViewingNowThe Professional Certificate in Forecasting & Predictive Modeling is a comprehensive course that equips learners with essential skills in demand by top industries. This program focuses on teaching accurate forecasting techniques and predictive modeling, which are vital for making informed business decisions.
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โข Introduction to Forecasting & Predictive Modeling: Overview, Importance, Types, and Use Cases
โข Data Preparation for Predictive Modeling: Data Cleaning, Preprocessing, and Feature Engineering
โข Statistical Analysis: Descriptive and Inferential Statistics, Probability, and Hypothesis Testing
โข Time Series Analysis: Autoregressive (AR), Moving Average (MA), ARIMA, and Exponential Smoothing
โข Regression Analysis: Simple and Multiple Linear Regression, Logistic Regression, and Regularization
โข Machine Learning Techniques: Supervised, Unsupervised, and Reinforcement Learning, Model Selection, and Evaluation
โข Ensemble Methods: Bagging, Boosting, and Stacking, Model Averaging, and Voting
โข Deep Learning for Predictive Modeling: Artificial Neural Networks, Convolutional Neural Networks, and Recurrent Neural Networks
โข Evaluation Metrics: Accuracy, Precision, Recall, F1 Score, ROC Curve, and Confusion Matrix
โข Deployment and Maintenance: Model Deployment, Monitoring, and Updating
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