November 25, 2024

Data Analysis And Visualization

26 minutes

The provided Book excerpts from "Data Analysis and Visualization" cover the fundamental concepts of probability and statistics. It begins by explaining the basics of probability and introduces various probability distributions like Bernoulli, Binomial, Poisson, and Normal distributions. The text further dives into Exploratory Data Analysis (EDA) techniques, focusing on visualizing and analyzing both univariate and multivariate data. It also covers correlation measures like covariance and Pearson's Correlation Coefficient. The text then moves into inferential statistics, explaining joint and conditional probabilities, as well as Bayesian inference. Finally, the text explores linear algebra concepts essential for machine learning, including vectors, matrices, transformations, and dimensionality reduction techniques like PCA and t-SNE.

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