Executive Development Programme in Data Science Statistical Modeling
-- ViewingNowThe Executive Development Programme in Data Science & Statistical Modeling is a certificate course designed to equip learners with essential skills in data analysis and statistical modeling. This program is crucial in today's data-driven world, where businesses rely heavily on data to make informed decisions.
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โข Foundations of Data Science: Introduction to key concepts, data types, and data science tools. โข Statistical Modeling I: Descriptive statistics, probability theory, and distributions. โข Statistical Modeling II: Inferential statistics, hypothesis testing, and confidence intervals. โข Regression Analysis: Simple and multiple linear regression, model evaluation, and diagnostics. โข Logistic Regression: Modeling binary outcomes, odds ratios, and model fit assessment. โข Data Visualization: Exploratory data analysis, charting techniques, and visualization best practices. โข Machine Learning Fundamentals: Supervised, unsupervised, and reinforcement learning, and model validation. โข Data Preprocessing: Data cleaning, feature engineering, and data normalization. โข Big Data Analytics: Overview of big data technologies and approaches, data management strategies, and distributed computing.
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