https://github.com/sanarazaaa/biostatistics
https://github.com/sanarazaaa/biostatistics
data-science dirtydata machinelearning missingdata neuroscience visualization
Last synced: 11 months ago
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- Host: GitHub
- URL: https://github.com/sanarazaaa/biostatistics
- Owner: Sanarazaaa
- Created: 2025-03-16T06:25:41.000Z (about 1 year ago)
- Default Branch: main
- Last Pushed: 2025-04-03T08:52:20.000Z (about 1 year ago)
- Last Synced: 2025-06-03T06:03:27.280Z (about 1 year ago)
- Topics: data-science, dirtydata, machinelearning, missingdata, neuroscience, visualization
- Language: Jupyter Notebook
- Homepage:
- Size: 213 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
# Biostatistics
This github will cover the following topics
### 1️⃣ Descriptive Statistics
- **Measures of Central Tendency** (Mean, Median, Mode)
- **Measures of Dispersion** (Variance, Standard Deviation, IQR)
- **Visualization** (Histograms, Boxplots, Scatter Plots)
### 2️⃣ Probability Distributions
- **Normal Distribution**
- **Binomial & Poisson Distributions**
- **Confidence Intervals**
### 3️⃣ Hypothesis Testing
- **t-tests** (One-sample, Two-sample, Paired)
- **Chi-square test**
- **ANOVA**
### 4️⃣ Regression Models
- **Simple & Multiple Linear Regression**
- **Logistic Regression** for medical classification
- **Survival Analysis** (Kaplan-Meier, Cox Regression)
### 5️⃣ Correlation & Association
- **Pearson & Spearman correlation**
- **Odds Ratio & Risk Ratio**
### 6️⃣ Machine Learning in Biostatistics (Optional)
- **K-Means Clustering** for Patient Data
- **Decision Trees** for Disease Prediction