@@ -14,7 +14,7 @@ pepperon.ai is built on a few core ideas:
14143 . Runtime, much like digging holes, builds character
1515
1616## Version
17- pepperon.ai is currently on version 0.124
17+ pepperon.ai is currently on version 0.12.0
1818
1919## Installation
2020
@@ -42,6 +42,8 @@ There is no `pip` or `conda` install, just yoink the file you want from this rep
4242- Guassian and Bernoulli
4343### Random Forest
4444- Random Forest on ID3
45+ ### KNN
46+ - Labeling data based on it's nearest neighbors
4547## Language
4648### Ngrams
4749- ngrams ; for all your simplistic corpus needs
@@ -56,7 +58,6 @@ There is no `pip` or `conda` install, just yoink the file you want from this rep
5658- * In progress*
5759- Fowlkes-Mallows Index ; for comparing clusterings;
5860- Purity Index ; for comparing clusterings
59- - Various distance and similarity functions
6061- Grid Search for finding the best hyperparameters for your model
6162- Jackknifing to create cross validation folds
6263- General testing and evaluating methods
@@ -70,6 +71,7 @@ Rather than basing off of clusters, Heirarchial methods iteratively merge the tw
7071- Single link: finds the smallest distance between two points in clusters
7172- Complete link: find the largest distance between two points in clusters
7273- Mean link: finds the average distance between two points in clusters
74+ - Various distance and similarity functions
7375
7476## Usage Examples
7577Maybe one day I will make some files that show off how to go about using these systems
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