Online Resources on different topics of Statistics, Mathematics and Data Science

Real Analysis

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  • Book 1 : Stephen Abott
  • Book 2 : Sterling K Berberian
  • Book 3 : Walter Rudin
  • Book 4 : Apostol

    • Linear Algebra

  • Playlist 1 - Gilbert Strang
  • Playlist 2 - Grant Sanderson
  • Book 1 : Hadley
  • Book 2 : Rao Bhimasankaram
  • Book 3 : RB Bapat
  • Book 4 : Gilbert Strang
  • Book 5 : Harville- linear algebra especially for statisticians

    • Abstract Algebra

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    • Basic Statistics

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    • Probability Theory

  • Book 1 : Joseph K Blitzstein
  • Book 2 : Sheldon Ross
  • Book 3 : William Feller Volume 1
  • Book 4 : Hoel Port Stone
  • Book 5 : Gun Roy - Problem Solving

    • Regression

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    • Logistic Regression

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    • Categorical Data

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    • Exploratory Data Analysis

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    • Key concepts of stats in a nutshell

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    • Statistics for Actuarial Sciences

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    • Data Science

  • Probability distributions in Data Science
  • Machine Learning Algorithms in Data Science
  • Deep learning and neural networks
  • Multivarible Calculus
  • Python full tutorial
  • Statistics with R
  • Introduction to SPSS
  • Microsoft Excel
  • Weka-tool for Data Mining
  • Concept of statistics before ML
  • Artificial Intelligence
  • Advanced Machine Learning
  • Advanced Deep Learning
  • AI for all

    • Free certification courses on Data Science and related topics

  • Click here

    • C Programming

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    • C++, Introduction to OOP

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    • Multivariate Analysis

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    • Statistical Inference

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  • Book 1 : Casella Berger
  • Book 2 : Lehmann Casella Estimation
  • Book 3 : Lehmann Romano Testing of Hypothesis

    • Stochastic Process

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    • Bayesian Statistics

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    • Measure Theory

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  • Book 1 : Robert B Ash
  • Book 2 : Patrick Billingsley
  • Book 3 : Pollard- good for first read (personal feeling)
  • Book 4 : AK Basu
  • Book 5 : Lieb and Loss - Chapter 1

    • Operation Research

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    • ANOVA

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    • Time Series Analysis

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    • Nonparametric Inference

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    • Vital Statistics/Demography

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    • Design of Experiments

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    • Decision Theory

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    • Econometrics

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    • Useful YouTube Channels for Data Science

  • Statquest by Josh Starmer
  • Krish Naik

    • Aptitude Tests for Campus Placements

  • Quantitative Aptitude
  • Logical Reasoning

    • Softwares used in Statistics and Data Science

  • R playlist 1
  • R playlist 2
  • R playlist 3
  • Python
  • SAS
  • Microsoft Excel
  • SPSS
  • Tableau playlist 1
  • Tableau playlist 2
  • Microsoft Power BI
  • LaTeX for scientific writing videos
  • LaTeX for scientific writing codes

    • Special Mentions

  • Joe Blitzstein - Statistics 110 , Harvard University (must watch for probability lovers)
  • Prof. Arnab Chakraborty, ISI Kolkata