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Advanced Machine Learning with R

Video Introducing this tutorial


Sonar Data – Hyper-Parameter Tuning :
The Course Overview
Explore Sonar Data Set
Tuning Grids
Iterating – Improving our Tuning
Final Results

Neural Network :
Neural Networks Basics
Explore the DNA Set
Implement a Neural Network
Multi-layer Perceptron
One Hot Encoding and MLP

Keras – Deep Learning on the GPU :
Overview of the Keras
Installing Keras
Neural Network in Keras
CIFAR10 Data Set
Convolutional Neural Network

Deploying Your Model :
Saving Your Model in R
Saving Your Model for Another Language
Shiny Web Interfaces
Wrapping Your Model in Shiny

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