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Copyright, 2019

Statistics

HI!

Here are my notes on Statistical Inference. This contains a background in probability and statistics using python for students who wish to understand the mathematics behind Data Science and Machine Learning algorithms. These contents are still in development and a lot is going to be added shortly. Stay tuned.

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Introduction to Probability
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Introduction to Probability – 2
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Bayes’ Theorem
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Introduction to Random Variables
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Discrete Random Variables
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Continuous Random Variables
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Bivariate and Marginal Distribution
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Independent Random Variables and Conditional Distribution
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Independent and Identical Distributed Samples
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Transformation of Random Variables
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Expectation
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Variance and Covariance
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Inequalities
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Convergence of Random Variable
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Law of Large Number and CLT