Least Squares Fitting
Best fit line using least squares and perspective analysis.
Shawn's Dev Corner
Exploring 2D Gaussian Distributions with NumPy
A visual introduction to how changes in mean and covariance shape synthetic data distributions.
SVG Chart Playground: Bars, Lines & Pie in Action
Exploring the foundations of SVG-based data visualization by showcasing coordinate transforms, color fills, and path drawing to construct five essential chart types.
Binary Classification of Online Sexism
TF-IDF and N-Gram Feature Engineering with Logistic Regression, Naive Bayes, and MLP Evaluation on the EDOS Dataset
Multiclass Classification on the Iris Dataset
Comparative Analysis of Logistic Regression and Kernel SVM with Feature Exploration and Model Evaluation
Regression Model Selection and Evaluation on the Prostate Cancer Dataset
Linear, Ridge, and LASSO Regression Approaches with Feature Subset Selection and Cross-Validation
Supervised Classification Models on Real-World Datasets
Targeted Advertising with K-Nearest Neighbors and Titanic Survival Prediction with Naive Bayes Classifier
Statistical Inference and Exploratory Data Visualization
Confidence Intervals for Correlation via Bootstrapping and Caloric Analysis of Starbucks Menu Using Pandas and Matplotlib
Applied Probability, Statistical Estimation, and Simulation Techniques
Empirical Validation of LLN and CLT, Poisson MLE Modeling, and Bootstrap-Based Pearson Correlation Estimation
Discrete Probability Modeling and Bayesian Inference Using Simulation
Joint, Marginal, and Conditional Probability, Normal Distribution Approximation, and COVID-19 Diagnostic Analysis via Bayes’ Theorem