https://sudonull.com/linear-regression-ols-method-and-gradient-descent
Master Linear Regression: from Least Squares to L1/L2 Regularization. Code, RMSE/R² Metrics, Outlier Handling. Practice for middle/senior dev.
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In this project
https://sudonull.com/multiple-regression-in-python-scikit-learn
Study multiple linear regression on the Advertising dataset. Coefficients, RMSE/R² metrics, residual diagnostics. Code and interpretation for middle developers.
https://sudonull.com/qtile-widget-disk-space-prediction
Integrate DiskSpaceAlert into qtile for disk exhaustion forecast by trend. Linear regression without numpy, alert colors, full code. For Linux developers.
https://sudonull.com/system-card-mythos-rsp-3-0-and-linear-probes
Analysis of System Card Claude Mythos: transition to Risk Reports, analysis of linear probes activations, USAMO benchmarks 97.6%. Practical conclusions for AI products. Study the changes in risk assessment.
https://sudonull.com/search-algorithms-o-log-n-vs-o-n-in-python
Breakdown of linear, binary, exponential search and hash tables. Code, complexity, selection checklist. For middle/senior developers. Benchmarks and LeetCode examples.
From other projects
https://ymaho.com/hantavirus-on-a-cruise-ship-lessons-from-the-mv-hondius-outbreak
The hantavirus outbreak on the MV Hondius cruise liner changes the rules for cruises and insurers. Learn why the low global risk does not cancel the new precedent, and what awaits the market.
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