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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⢠Introduction to Forecasting & Predictive Modeling: Overview, Importance, Types, and Use Cases
⢠Data Preparation for Predictive Modeling: Data Cleaning, Preprocessing, and Feature Engineering
⢠Statistical Analysis: Descriptive and Inferential Statistics, Probability, and Hypothesis Testing
⢠Time Series Analysis: Autoregressive (AR), Moving Average (MA), ARIMA, and Exponential Smoothing
⢠Regression Analysis: Simple and Multiple Linear Regression, Logistic Regression, and Regularization
⢠Machine Learning Techniques: Supervised, Unsupervised, and Reinforcement Learning, Model Selection, and Evaluation
⢠Ensemble Methods: Bagging, Boosting, and Stacking, Model Averaging, and Voting
⢠Deep Learning for Predictive Modeling: Artificial Neural Networks, Convolutional Neural Networks, and Recurrent Neural Networks
⢠Evaluation Metrics: Accuracy, Precision, Recall, F1 Score, ROC Curve, and Confusion Matrix
⢠Deployment and Maintenance: Model Deployment, Monitoring, and Updating
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