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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⢠Foundations of Statistical Data Science: Introduction to statistical thinking, data exploration, probability, and distributions
⢠Data Manipulation and Preprocessing: Data wrangling, data cleaning, and data transformation with tools like Python (pandas), R (dplyr), and SQL
⢠Exploratory Data Analysis (EDA): Descriptive statistics, data visualization, and univariate analysis
⢠Statistical Inference: Hypothesis testing, confidence intervals, and p-values
⢠Regression Analysis: Simple and multiple linear regression, logistic regression, and model evaluation
⢠Experimental Design and A/B Testing: Designing and analyzing experiments, randomization, and hypothesis testing
⢠Machine Learning Fundamentals: Supervised and unsupervised learning techniques, model selection, and performance evaluation
⢠Time Series Analysis: Time series components, decomposition, ARIMA, and exponential smoothing models
⢠Natural Language Processing (NLP): Text preprocessing, sentiment analysis, and topic modeling
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