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6 changes: 4 additions & 2 deletions pml.md
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- [Comparing Supervised Learning Algorithms](http://www.dataschool.io/comparing-supervised-learning-algorithms/): Comparing 8 common supervised learning algorithms (for regression and classification) on 13 different dimensions.

## Comprehensive Notes
## Content Related to the Lectures

- Complete notes for [Practical Machine Learning](http://sux13.github.io/DataScienceSpCourseNotes/)
- [Week 4: Combining Predictors -- Math Explained](https://github.com/lgreski/datasciencectacontent/blob/master/markdown/pml-combiningPredictorsBinomial.md)

## Configuring Github Pages with RStudio for PML Project

- Step by step instructions to [Configure Github Pages with RStudio](https://github.com/lgreski/datasciencectacontent/blob/master/markdown/pml-ghPagesSetup.md) to support the PML course project.

## Improving Runtime Performance of Caret

- Step by step instructions to [implement parallel processing in caret::train()](https://github.com/lgreski/datasciencectacontent/blob/master/markdown/pml-randomForestPerformance.md) on a random forest model, along with runtime performance analysis for a variety of laptops, ranging from an Intel Atom-based tablet to a quad-core i7 processor.
- Step by step instructions to [implement parallel processing in caret::train()](https://github.com/lgreski/datasciencectacontent/blob/master/markdown/pml-randomForestPerformance.md) on a random forest model, along with runtime performance analysis for a variety of laptops, ranging from an Intel Atom-based tablet to a quad-core i7 processor.

2 changes: 2 additions & 0 deletions rprog.md
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- [Strategy for Coding the Programming Assignments](https://github.com/lgreski/datasciencectacontent/blob/master/markdown/makeItRun.md)
- [Tutorial for those struggling with Programming Assignment 1](https://github.com/derekfranks/practice_assignment)
- [Breaking Down pollutantmean](https://github.com/lgreski/datasciencectacontent/blob/master/markdown/rprog-discussPollutantmean.md)
- [A SAS Version of pollutantmean?](https://github.com/lgreski/datasciencectacontent/blob/master/markdown/rprog-pollutantmeanSASVersion.md)
- [Tutorial for those struggling with Programming Assignment 2](https://github.com/DanieleP/PA2-clarifying_instructions)
- [Tutorial for those struggling with Programming Assignment 3](https://github.com/DanieleP/PA3-tutorial)
- [PA1-test: `testthat`, Unit Tests for Programming Assignment 1](https://github.com/cbryant1000/pa1test)
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