AD-703 (C) Advanced Statistical Analytics Notes
5 notes for Advanced Statistical Analytics, unit by unit.
Notes for AD-703 (C)
- Unit 1 · Short notes Introduction Population and Sample · Random Sampling from finite population ($\text{SRSWR}$ and $\text{SRSWOR}$) · Parameter and Statistic · Sampling distribution of a statistic in the context of a finite population · Sampling distribution of sample mean and sample proportion while sampling from a finite population · Random sampling from an infinite population
- Unit 2 · Short notes Correlation, Regression Analysis and ANOVA Correlation · Scatter diagram · Karl Pearson’s coefficient of correlation · Spearman’s rank correlation coefficient · Methods of least squares · Simple Linear Regression (SLR) model
- Unit 3 · Short notes Testing of Hypothesis Null and alternative hypothesis · Testing procedure (critical region) · Type I and Type II errors · Level of significance \& power of a test · $p$‑value for symmetric null distribution · Tests for mean and proportion (single‑sample, two‑sample; exact \& large‑sample)
- Unit 4 · Short notes Parametric Point Estimation Problem of point estimation · Criteria of a good estimator · Unbiasedness · Consistency · Efficiency · Sufficiency
- Unit 5 · Short notes Bayesian Statistics Introduction to Bayesian inference · Bayesian parameter estimation · Markov Chain Monte Carlo (MCMC) methods · Bayesian hierarchical models · Survival analysis · Causal inference
More for AD-703 (C)
- Syllabus Official RGPV syllabus Free
- Previous Year Papers None for AD-703 (C) yet
- Important Questions None for AD-703 (C) yet
Other 7th semester AD subjects
- AD-701 AI for Computer Vision
- AD-702 (A) Cloud Computing
- AD-702 (B) Business Intelligence
- AD-702 (C) Computational Intelligence
- AD-702 (D) Predictive Analytics
- AD-703 (A) Data Visualization
- AD-703 (B) Mobile Application Development
- AD-703 (D) Social Media & Web Analytics