Executive Development Programme in Strategic Predictive Analytics
-- ViewingNowThe Executive Development Programme in Strategic Predictive Analytics is a certificate course designed to empower professionals with the essential skills needed to thrive in the data-driven business landscape. This programme emphasizes the importance of predictive analytics in strategic decision-making, providing a solid foundation in statistical analysis, machine learning, and data visualization techniques.
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⢠Introduction to Predictive Analytics: Defining predictive analytics, understanding its role in data-driven decision making, and exploring real-world applications.
⢠Data Preparation for Predictive Analytics: Data collection, data cleaning, data transformation, and data visualization.
⢠Statistical Foundations: Descriptive and inferential statistics, probability distributions, and statistical testing.
⢠Predictive Modeling Techniques: Regression analysis, decision trees, random forests, and ensemble methods.
⢠Machine Learning Algorithms: Supervised and unsupervised learning, neural networks, and deep learning.
⢠Time Series Analysis: Autoregressive (AR), moving average (MA), and autoregressive moving average (ARMA) models.
⢠Big Data Analytics: Hadoop, Spark, and NoSQL databases.
⢠Communication of Analytics Findings: Data storytelling, visualization tools, and presenting results to stakeholders.
⢠Ethics in Predictive Analytics: Data privacy, model transparency, and moral implications in decision making.
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