In this report, the Prostate cancer dataset will be used for analysis. Comparison of the data will be analyzed by using the Tree and Regression analyses for predicting both lpsa and lcavol. In total, there will be four separate analyses that you compare. The prostate cancer dataset is a study…
Machine Learning Algorithms
Start learning few machine learning algorithms used in R tutorials such as Apriori, Artificial Neural Networks, Decision Trees, K Means Clustering, K-nearest Neighbors (KNN), Linear Regression, Logistic Regression, Naive Bayes Classifier, Random Forests, and Support Vector Machine.
- R Data Analysis
Wisconsin Breast Cancer Analysis with k-Nearest Neighbors (k-NN) Algorithm in R
by John Wingateby John WingateIn this R tutorial we will analyze data from the Wisconsin breast cancer dataset. The k-NN algorithm will be implemented to analyze the types of cancer for diagnosis. Nearest Neighbor is defined by the characteristics of classifying unlabeled examples by assigning then the class of similar labeled examples (tomato – is…
- Python Machine Learning
Breast Cancer Prediction using Support Vector Machine Algorithm in Python
by John Wingateby John WingateIn this Python tutorial, learn to analyze the Wisconsin breast cancer dataset for prediction using support vector machine learning algorithm. The Wisconsin breast cancer dataset can be downloaded from our datasets page. Support Vector Machine Algorithm Sometimes, decision trees and other basic algorithmic tools will not work for certain problems. These…
- Python Machine Learning
Breast Cancer Prediction using Random Forest Algorithm in Python
by John Wingateby John WingateIn this Python tutorial, learn to analyze the Wisconsin breast cancer dataset for prediction using random forest machine learning algorithm. The Wisconsin breast cancer dataset can be downloaded from our datasets page. Random Forest Machine Learning Algorithm Random forests are a decision tool that is used to classify pieces of data…
- Python Machine Learning
Breast Cancer Prediction using Logistic Regression Algorithm in Python
by John Wingateby John WingateIn this Python tutorial, learn to analyze the Wisconsin breast cancer dataset for prediction using logistic regression algorithm. This Wisconsin breast cancer dataset can be downloaded from our datasets page. Logistic Regression Machine Learning Algorithm Summary Logistic regression is another way that a machine learning algorithm can make a decision. A…