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Applied Machine Learning With R
Introduction
Introduction
Starting up- Machine learning with R
What is Artificial Intelligence and machine learning
Flow of machine learning
Machine Learning vs Deep Learning
R programming tool
R tool and installation
R data structures
H2O Package
Basics of Machine learning
Supervised and unsupervised learning
Case study- K means clustering
Installation of H2O package
Performing Regression with H2O
Analysing the regression with H2O
TensorFlow Package
Tensorflow package
Performing Regression with TensorFlow
Analysing the regression with TensorFlow
Performance of model using TensorFlow
First Machine Learning
Caret Package for Machine Learning
Machine Learning with dataset
Iris dataset Implementation
Evaluation of Algorithms with models
Selecting Best Model in Machine Learning
Artificial Neural Networks
Creating and Visualizing Neural networks
Demonstration of sample neural network
Prediction Analysis of neural network
Cross Validation Box plot
Activity- Dataset to Neural Network
Cluster Generation
Cluster Generation
Cluster Generation Output Analysis
Decision Trees
Decision Trees of Machine Learning
Car Evaluation Problem Statement
Plotting a Decision Tree
Prediction Analysis- Decision Tree
Text Mining
Introduction to Text Mining
Text Mining with R
Case study- K means clustering
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