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JEFFREY-CHIJIOKE-UCHE authored and JEFFREY-CHIJIOKE-UCHE committed Mar 25, 2022
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4 changes: 2 additions & 2 deletions notebooks/CDF.ipynb
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"source": [
"# Cumulative Distribution Function \n",
"```bash\n",
" by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
" IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
"IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"``` \n",
"In this notebook, I get the CDF from a given distribution.\n",
"\n",
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6 changes: 3 additions & 3 deletions notebooks/Detect outliers.ipynb
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"# Detect Outliers\n",
"\n",
"```bash\n",
" by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
" IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"```\n",
"by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
"IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"``` \n",
"\n",
"### Reference\n",
"http://scikit-learn.org/stable/modules/outlier_detection.html "
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6 changes: 3 additions & 3 deletions notebooks/Difference between means.ipynb
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"# Difference between means\n",
"\n",
"```bash\n",
" by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
" IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"```\n",
"by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
"IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"``` \n",
"\n",
"Here I discussed how to make hypothesis tests for the difference between means.\n",
"\n",
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6 changes: 3 additions & 3 deletions notebooks/Equivalence.ipynb
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"# Testing equivalence of two samples \n",
" \n",
"```bash\n",
" by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
" IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"```\n",
"by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
"IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"``` \n",
"\n",
"Contents: \n",
"[1. Data](#data) \n",
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6 changes: 5 additions & 1 deletion notebooks/Friedman chi square.ipynb
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"metadata": {},
"source": [
"# Friedman $\\Large \\chi^2$\n",
"by Jeffrey Chijioke-Uche (IBM) (PhD Scholar - Information Technology - Harvard University & Walden University) \n",
"```bash\n",
"by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
"IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"``` \n",
"\n",
"### Friedman test for repeated measurements \n",
"\n",
"\n",
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6 changes: 3 additions & 3 deletions notebooks/Goodness of fit.ipynb
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"source": [
"## Chi-square test\n",
"```bash\n",
" by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
" IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"```\n",
"by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
"IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"``` \n",
"\n",
"## Contents: \n",
"1. [Theory](#theory) \n",
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6 changes: 3 additions & 3 deletions notebooks/Kolmogorov-Smirnov test.ipynb
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"source": [
"## Kolmogorov-Smirnov test \n",
"```bash\n",
" by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
" IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"```\n",
"by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
"IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"``` \n",
"\n",
"## Contents: \n",
"1. [Theory](#theory) \n",
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6 changes: 3 additions & 3 deletions notebooks/Normality test.ipynb
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"# Normality test\n",
"\n",
"```bash\n",
" by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
" IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"```\n",
"by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
"IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"``` \n",
"\n",
"## Contents \n",
"1. [Standarize data](#section1)\n",
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5 changes: 3 additions & 2 deletions notebooks/Power estimation.ipynb
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"# Estimating Power for two independent samples t-test\n",
"\n",
"```bash\n",
" by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
" IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
"IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"``` \n",
"\n",
"In this notebook, I show how to estimate power using a standard power solver and bootstrapping. \n",
"\n",
"## Contents\n",
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4 changes: 2 additions & 2 deletions notebooks/Repeated measures ANOVA.ipynb
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"source": [
"# Repeated measures ANOVA \n",
"```bash\n",
" by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
" IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
"IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"``` \n",
"\n",
"\n",
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4 changes: 2 additions & 2 deletions notebooks/Sampling a random distribution.ipynb
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"# Sampling a complex distribution function \n",
"\n",
"```bash\n",
" by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
" IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
"IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"``` \n",
"\n",
"In this notebook, we show how to sample on any given random distribution using *rejection sampling* \n",
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5 changes: 3 additions & 2 deletions notebooks/Wilcoxon rank-sum test.ipynb
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"source": [
"# Wilcoxon rank-sum test\n",
"```bash\n",
" by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
" IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
"IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"``` \n",
"\n",
"In this notebook, I show a numerical example and give a brief explanation of the Wilcoxon rank-sum test. \n",
"\n",
"## Contents\n",
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4 changes: 2 additions & 2 deletions notebooks/confidence_intervals.ipynb
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"# Confidence Intervals \n",
"\n",
"```bash\n",
" by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
" IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
"IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"``` \n",
"\n",
"## Table of Contents\n",
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6 changes: 3 additions & 3 deletions notebooks/delta method.ipynb
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"# Delta Method \n",
"\n",
"```bash\n",
" by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
" IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"``` \n",
"by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
"IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"``` \n",
"\n",
"In this notebook, I simulate confidence intervals for a percent change between two samples. \n",
"\n",
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6 changes: 3 additions & 3 deletions notebooks/low-ah-vs-normal-ah.ipynb
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"# Low-ah vs. Normal-Ah Distribution\n",
"\n",
"```bash\n",
" by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
" IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"```"
"by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
"IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"``` "
]
},
{
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4 changes: 2 additions & 2 deletions notebooks/mle_binomial.ipynb
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"source": [
"# Table of Contents\n",
"```bash\n",
" by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
" IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
"IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"``` \n",
"\n",
"1. [Bayes theorem](#bayes theorem) \n",
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6 changes: 3 additions & 3 deletions notebooks/paired t-test.ipynb
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"source": [
"# Paired t-test \n",
"```bash\n",
" by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
" IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"```\n",
"by Jeffrey Chijioke-Uche, MSIS, MSIT, CPDS (IBM Sr. Solution Architect, Hybrid Cloud & Multicloud)\n",
"IBM Information Technology PhD Scholar at Harvard University & Walden University \n",
"``` \n",
"\n",
"\n",
"## Contents: \n",
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