Executive Development Programme in Statistical Data Science
-- ViewingNowThe Executive Development Programme in Statistical Data Science is a certificate course designed to equip learners with essential skills in data analysis and statistical modeling. This program is critical for professionals seeking to advance their careers in today's data-driven economy.
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โข Foundations of Statistical Data Science: Introduction to statistical thinking, data exploration, probability, and distributions
โข Data Manipulation and Preprocessing: Data wrangling, data cleaning, and data transformation with tools like Python (pandas), R (dplyr), and SQL
โข Exploratory Data Analysis (EDA): Descriptive statistics, data visualization, and univariate analysis
โข Statistical Inference: Hypothesis testing, confidence intervals, and p-values
โข Regression Analysis: Simple and multiple linear regression, logistic regression, and model evaluation
โข Experimental Design and A/B Testing: Designing and analyzing experiments, randomization, and hypothesis testing
โข Machine Learning Fundamentals: Supervised and unsupervised learning techniques, model selection, and performance evaluation
โข Time Series Analysis: Time series components, decomposition, ARIMA, and exponential smoothing models
โข Natural Language Processing (NLP): Text preprocessing, sentiment analysis, and topic modeling
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