Advanced Certificate in Predictive Modeling for Profit
-- viewing nowThe Advanced Certificate in Predictive Modeling for Profit is a comprehensive course designed to equip learners with essential skills in predictive modeling, a highly sought-after competency in today's data-driven world. This certificate course emphasizes the importance of using predictive modeling to drive profitability and improve business outcomes.
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Course Details
• Data Mining Techniques: Introduction to data mining, data pre-processing, association and sequence discovery, cluster analysis, anomaly detection, and dimensionality reduction.
• Predictive Modeling: Overview of predictive modeling, regression analysis, decision trees, random forest, and logistic regression.
• Time Series Analysis: Time series components, autoregressive integrated moving average (ARIMA), exponential smoothing state space model (ETS), and seasonal decomposition of time series.
• Machine Learning Algorithms: Supervised and unsupervised machine learning algorithms, artificial neural networks, and ensemble methods.
• Data Visualization: Exploratory data analysis, data visualization techniques, and tools for predictive modeling.
• Python Programming: Python for data analysis, statistical modeling, and machine learning.
• R Programming: R for statistical modeling, data visualization, and predictive modeling.
• Performance Evaluation: Model evaluation, performance metrics, and model selection.
• Big Data Analytics: Big data platforms, distributed computing, and predictive modeling with big data.
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