Machine learning with R (RF, Adabost.M1, DT, NB, LR, NN)

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Machine learning with R (RF, Adabost.M1, DT, NB, LR, NN)

MP4 | Video: AVC 1280x720 | Audio: AAC 44KHz 2ch | Duration: 3 Hours | Lec: 15 | 2.71 GB

Genre: eLearning | Language: English

 

RF, Adabost.M1, DecisionTree, Logistic Regression , Naive Bayes, Neural Network, CNN, K-mean , Linear regress

How to download and install R

How to set your working directory import your data and detect rows containing missing values

For binary classification

Training and prediction using the Random Forest model , prediction accuracy, Confusion matrix and confidence interval

Training and prediction using the Adabost.M1 model , prediction accuracy, Confusion matrix and confidence interval

Training and prediction using the Decision Tree model , prediction accuracy, Confusion matrix and confidence interval

Training and prediction using the logistic regression model, prediction accuracy, confusion matrix and confidence interval

Training and prediction using the Naive Bayes model, prediction accuracy, confusion matrix and confidence interval

Training and prediction using the Neural Network model , prediction accuracy, confusion matrix and confidence interval

Training and prediction using the Convolutional neural network (KNN) , prediction accuracy, confusion matrix and confidence interval

 

 

 

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