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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Introduction for Neural Networks with Keras in R</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Getting started in R programming</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Getting started in R programming</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>The basics of R programming</image:caption>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/64480ccbe7870656fbd33459/948224ac-e29e-4161-b597-5e3647264277/0009.jpg</image:loc>
      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>The basics of R programming</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>R variable creation and assignment</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>R variable creation and assignment, using vectors.</image:caption>
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      <image:caption>R variable creation and assignment, using factors.</image:caption>
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      <image:caption>R variable creation and assignment, creating repeated vectors.</image:caption>
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      <image:caption>R variable creation and assignment, creating matrices.</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>R variable creation and assignment, creating matrices.</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>R variable creation and assignment, combining variables using cbind and rbind.</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>R variable creation and assignment, creating data frames.</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>R variable creation and assignment, creating lists.</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>R variable creation and assignment, creating lists.</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>R variable creation and assignment, generating random numbers with rnorm.</image:caption>
    </image:image>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/64480ccbe7870656fbd33459/a5c4a54e-6862-4dac-8b4c-67f7d8ebcebf/0021.jpg</image:loc>
      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>R variable creation and assignment, generating random numbers with rnorm. Working with r objects.</image:caption>
    </image:image>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/64480ccbe7870656fbd33459/b2bca981-c7b0-44df-a448-7c4da21ef2bf/0022.jpg</image:loc>
      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Working with r objects, vectors.</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Working with r objects, changing types.</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Working with r objects, matrices.</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Working with r objects, matrices and data frames.</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Working with r objects, data frames</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Working with r objects, lists.</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Working with R objects, lists.</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Doing Operations on R objects, numbers.</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Doing Operations on R objects, logical statements.</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Doing Operations on R objects, remainder of division and element-wise matrix multiplication.</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Doing Operations on R objects, matrix multiplication.</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Doing Operations on R objects, using the apply function on matrices.</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Doing Operations on R objects, using the apply function on matrices.</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Installing and librarying R packages.</image:caption>
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      <image:caption>Installing and librarying R packages.</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Pulling data from R packages, Writing Data to a file, and reading data from a file.</image:caption>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/64480ccbe7870656fbd33459/4669106f-7623-4766-9ad2-9e616767d0c9/0038.jpg</image:loc>
      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Pulling data from R packages, Writing Data to a file, and reading data from a file.</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/64480ccbe7870656fbd33459/f42518ae-870e-49b3-8814-ba91dd1fafbc/0039.jpg</image:loc>
      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Pulling data from R packages, Writing Data to a file, and reading data from a file.</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/64480ccbe7870656fbd33459/4217a909-6ad9-4c56-a5ed-27621f62a2fb/0040.jpg</image:loc>
      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Pulling data from R packages, Writing Data to a file, and reading data from a file. Basic Plots Using Base R Functions, histograms.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/64480ccbe7870656fbd33459/0ddf4ab6-bbc3-41f1-bb2f-07dd52bea1f2/0041.jpg</image:loc>
      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Basic Plots Using Base R Functions, histograms.</image:caption>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/64480ccbe7870656fbd33459/f9b9879d-be0c-46f6-9eae-5455f06b9a62/0042.jpg</image:loc>
      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Basic Plots Using Base R Functions, histograms.</image:caption>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/64480ccbe7870656fbd33459/0ef5163c-8b90-4d96-a543-ea704dd5ef74/0043.jpg</image:loc>
      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Basic Plots Using Base R Functions, histograms.</image:caption>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/64480ccbe7870656fbd33459/ec1aac06-afea-45ca-aa54-78cab60fcf68/0044.jpg</image:loc>
      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Basic Plots Using Base R Functions, scatter plots.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/64480ccbe7870656fbd33459/f10baa09-fa63-47d3-8d74-7fdf0cab7deb/0045.jpg</image:loc>
      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Basic Plots Using Base R Functions, scatter plots.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/64480ccbe7870656fbd33459/416f3d1d-dd10-411d-a70f-bff2b814375f/0046.jpg</image:loc>
      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Basic Plots Using Base R Functions, scatter plots.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/64480ccbe7870656fbd33459/9db51911-7eda-49d9-8353-7a6823af60e1/0047.jpg</image:loc>
      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Basic Plots Using Base R Functions, quantile-quantile plots or QQ plots.</image:caption>
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    <image:image>
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    <image:image>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/64480ccbe7870656fbd33459/63fd5eff-53cc-49f8-87c2-c623a01e6fa5/0051.jpg</image:loc>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
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      <image:caption>Advanced features of the R programming language, while loops, and for loops.</image:caption>
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      <image:caption>Advanced features of the R programming language, for loops.</image:caption>
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      <image:caption>Advanced features of the R programming language, for loops.</image:caption>
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      <image:caption>Advanced features of the R programming language, for loops.</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Advanced features of the R programming language, nesting for and while loops.</image:caption>
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      <image:caption>Advanced features of the R programming language, nesting for and while loops.</image:caption>
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      <image:caption>Advanced features of the R programming language, writing functions.</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Advanced features of the R programming language, writing functions.</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Advanced features of the R programming language, writing functions.</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Advanced features of the R programming language, writing functions.</image:caption>
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    <image:image>
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    <image:image>
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      <image:caption>Introduction to Neural Networks in R, Getting Started and Data Cleaning, and standardizing data. Regression using a neural network.</image:caption>
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      <image:caption>Regression using a neural network in Keras and R.</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
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      <image:caption>Regression using a neural network in Keras and R, visualizing model training and architecture.</image:caption>
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      <image:caption>Regression using a neural network in Keras and R.</image:caption>
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      <image:caption>Regression using a neural network in Keras and R, comparing results to linear regression.</image:caption>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
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      <image:title>Neural Networks with Keras in R: A QuickStart Guide</image:title>
      <image:caption>Regression using a neural network in Keras and R, comparing results to linear regression.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
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      <image:caption>Neural Cryptography Using Keras in R Table of Contents.</image:caption>
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      <image:caption>Neural Cryptography Using Keras in R Table of Contents.</image:caption>
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      <image:caption>Neural Cryptography Using Keras in R Introduction.</image:caption>
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      <image:caption>Neural Cryptography Using Keras in R Introduction and getting started.</image:caption>
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      <image:caption>Neural Cryptography Using Keras in R getting started.</image:caption>
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      <image:caption>Neural Cryptography Using Keras in R disclaimer and a note about the functions used.</image:caption>
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      <image:caption>Neural Cryptography Using Keras in R Neural Network-Based Multiclass Classification.</image:caption>
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      <image:caption>Neural Cryptography Using Keras in R Neural Network-Based Multiclass Classification.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R Neural Network-Based Multiclass Classification, setting up the data and architecture.</image:caption>
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      <image:caption>Neural Cryptography Using Keras in R Neural Network-Based Multiclass Classification, model training and visualization.</image:caption>
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      <image:caption>Neural Cryptography Using Keras in R Neural Network-Based Multiclass Classification, advice about deep learning model architecture.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R Neural Network-Based Multiclass Classification, advice about deep learning model architecture.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R Neural Network-Based Multiclass Classification, modifying Keras code from regression to multiclass classification.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R Neural Network-Based Multiclass Classification, modifying Keras code from regression to multiclass classification.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R Neural Network-Based Multiclass Classification, modifying Keras code from regression to multiclass classification.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R Neural Network-Based Multiclass Classification, a custom one-hot encoding function.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R Neural Network-Based Multiclass Classification, a custom one-hot encoding function.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R Neural Network-Based Multiclass Classification, an example of deep learning based multiclass classification using the Iris data set.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R Neural Network-Based Multiclass Classification, an example of deep learning based multiclass classification using the Iris data set, preparing the data.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R Neural Network-Based Multiclass Classification, an example of deep learning based multiclass classification using the Iris data set, standardizing the data.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R Neural Network-Based Multiclass Classification, an example of deep learning based multiclass classification using the Iris data set, creating the neural network architecture.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R Neural Network-Based Multiclass Classification, an example of deep learning based multiclass classification using the Iris data set, visualizing the neural network training.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R Neural Network-Based Multiclass Classification, an example of deep learning based multiclass classification using the Iris data set, determining test accuracy and predictions.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R, Using Neural Networks to Encode and Decode Text, associating numbers with characters.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R, Using Neural Networks to Encode and Decode Text, associating numbers with characters.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R, Using Neural Networks to Encode and Decode Text, associating numbers with characters, setting up the deep learning model.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R, Using Neural Networks to Encode and Decode Text, associating numbers with characters, setting up the deep learning model and visualizing it.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R, Using Neural Networks to Encode and Decode Text, associating numbers with characters, the end result where characters correspond to numbers.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R, Using Neural Networks to Encode and Decode Text, decoding numbers back into characters, the deep learning architecture.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R, Using Neural Networks to Encode and Decode Text, decoding numbers back into characters, deep learning model visualization. A function that takes deep learning predictions and turns them back into characters.</image:caption>
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      <image:caption>Neural Cryptography Using Keras in R, Using Neural Networks to Encode and Decode Text, an example encoding and decoding the letter "a".</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R, Using Neural Networks to Encode and Decode Text, a function that splits a message into a vector of individual characters.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R, Using Neural Networks to Encode and Decode Text, an example encoding and decoding the letter a full sentence.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R, Techniques to prevent unauthorized decoding, adding noise to matrices.</image:caption>
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      <image:caption>Neural Cryptography Using Keras in R, Techniques to prevent unauthorized decoding, adding noise to matrices.</image:caption>
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      <image:caption>Neural Cryptography Using Keras in R, Techniques to prevent unauthorized decoding, adding noise to matrices a full example of the work flow.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R, Techniques to prevent unauthorized decoding, adding noise to matrices a full example of the work flow demonstrating classification errors.</image:caption>
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      <image:caption>Neural Cryptography Using Keras in R, Techniques to prevent unauthorized decoding, adding noise "characters" to encoded matrices.</image:caption>
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      <image:caption>Neural Cryptography Using Keras in R, Techniques to prevent unauthorized decoding, adding noise "characters" to encoded matrices.</image:caption>
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      <image:caption>Neural Cryptography Using Keras in R, Techniques to prevent unauthorized decoding, adding noise "characters" to encoded matrices.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R, Techniques to prevent unauthorized decoding, adding noise "characters" to encoded matrices. Modifying the Message splitter function to mix noise characters into the message.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R, Techniques to prevent unauthorized decoding, adding noise "characters" to encoded matrices. Modifying the Message splitter function to mix noise characters into the message.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R, Techniques to prevent unauthorized decoding, adding noise "characters" to encoded matrices. Demonstrating why the noise characters need to be removed after decoding.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R, Techniques to prevent unauthorized decoding, adding noise "characters" to encoded matrices. Modifying the numbers to characters function to remove noise characters.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R, Techniques to prevent unauthorized decoding, scrambling the order or indexes of the possibilities.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R, Techniques to prevent unauthorized decoding, randomly scrambling a matrix based on a password.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R, Techniques to prevent unauthorized decoding, randomly scrambling a matrix based on a password, the scramble function.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R, Techniques to prevent unauthorized decoding, randomly scrambling a matrix based on a password, the scramble function.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R, Techniques to prevent unauthorized decoding, randomly scrambling a matrix based on a password, the scramble function and unscramble function.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R, Techniques to prevent unauthorized decoding, randomly scrambling a matrix based on a password, the unscramble function.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R, Techniques to prevent unauthorized decoding, randomly scrambling a matrix based on a password, turning a password into numbers/seeds.</image:caption>
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      <image:caption>Neural Cryptography Using Keras in R, Techniques to prevent unauthorized decoding, randomly scrambling a matrix based on a password, an example of the work flow.</image:caption>
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      <image:caption>Neural Cryptography Using Keras in R, Putting it all together. Creating an encoding function that automates the cryptography process.</image:caption>
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      <image:caption>Neural Cryptography Using Keras in R, Putting it all together. Creating two functions that automate the cryptography process, a demonstration. Embedding a message in an image, steganography.</image:caption>
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      <image:caption>Neural Cryptography Using Keras in R, Putting it all together. Embedding a message in an image, steganography.</image:caption>
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      <image:caption>Neural Cryptography Using Keras in R, Putting it all together. Embedding a message in an image, steganography. The R code used to work with the image.</image:caption>
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      <image:caption>Neural Cryptography Using Keras in R, Putting it all together. Embedding a message in an image, steganography. The R code used to work with the image.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R, Putting it all together. Embedding a message in an image, steganography. Some problems that arise with this method.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R, Putting it all together. Embedding a message in an image, steganography. Extraction and decryption of the encrypted message.</image:caption>
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      <image:title>Neural Cryptography Using Keras in R</image:title>
      <image:caption>Neural Cryptography Using Keras in R, Putting it all together. Embedding a message in an image, steganography. Extraction and decryption of the encrypted message.</image:caption>
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