├── Introduction to Machine Learning in R.ipynb └── README.md /README.md: -------------------------------------------------------------------------------- 1 | # Introduction to Machine Learning in R ([YouTube Playlist](https://www.youtube.com/playlist?list=PLoEMreTa9CNnNOfZ7wPytm6Nz84XHNbNg)) 2 | 3 | ## Google Colab 4 | 5 | Zero configuration means of getting up and running with R: https://colab.research.google.com/notebook#create=true&language=r 6 | 7 | ## Topics 8 | 9 | * K-Nearest Neighbors (KNN) Algorithm - [YouTube Video](https://www.youtube.com/watch?v=SDNkfcovE9E&list=PLoEMreTa9CNnNOfZ7wPytm6Nz84XHNbNg&index=1) 10 | * Multinomial Logistic Regression - [YouTube Playlist](https://www.youtube.com/playlist?list=PLoEMreTa9CNmedZ40lgowv0jXj_etdoQg) 11 | * Bayes Theorem - [YouTube Video](https://www.youtube.com/watch?v=95jlcgqPYPM&list=PLoEMreTa9CNnNOfZ7wPytm6Nz84XHNbNg&index=5) 12 | * Naive Bayes Classifier - [YouTube Playlist](https://www.youtube.com/playlist?list=PLoEMreTa9CNlqh4MQcZR1t-ya8cU931gM) 13 | * Neural Networks - [YouTube Video](https://www.youtube.com/watch?v=xcEDJTaxrH4&list=PLoEMreTa9CNnNOfZ7wPytm6Nz84XHNbNg&index=7) 14 | * Support Vector Machines - [YouTube Video](https://www.youtube.com/watch?v=FZ8BRcVtqMQ&list=PLoEMreTa9CNnNOfZ7wPytm6Nz84XHNbNg&index=8) 15 | * Decision Tree - [YouTube Video](https://www.youtube.com/watch?v=MfYf9pFDXtc&list=PLoEMreTa9CNnNOfZ7wPytm6Nz84XHNbNg&index=9) 16 | * Random Forest - [YouTube Video](https://www.youtube.com/watch?v=qbQEUljJzps&list=PLoEMreTa9CNnNOfZ7wPytm6Nz84XHNbNg&index=10) 17 | * AdaBoost - [YouTube Video](https://www.youtube.com/watch?v=_4njlixMtzY&list=PLoEMreTa9CNnNOfZ7wPytm6Nz84XHNbNg&index=11) 18 | * Clustering (k-means) - [YouTube Video](https://www.youtube.com/watch?v=Hhah4IJGAcw&list=PLoEMreTa9CNnNOfZ7wPytm6Nz84XHNbNg&index=12) 19 | * Principal Component Analysis (PCA) - [YouTube Video](https://www.youtube.com/watch?v=u28Q32cf5Fs&list=PLoEMreTa9CNnNOfZ7wPytm6Nz84XHNbNg&index=13) 20 | * Linear Discriminant Analysis (LDA) - [YouTube Video](https://www.youtube.com/watch?v=W7MqnENQwOI&list=PLoEMreTa9CNnNOfZ7wPytm6Nz84XHNbNg&index=14) 21 | --------------------------------------------------------------------------------