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Update deep learning notebooks
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05a - Deep Neural Networks (PyTorch).ipynb

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"\n",
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"## Creating a Neural Network with PyTorch\n",
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"PyTorch is a framework for creating machine learning models, including deep neural networks (DNNs). In this example, we'll use PyTorch to create a simple neural network that classifies penguins into species based on the length and depth of their culmen (bill).\n",
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"PyTorch is a framework for creating machine learning models, including deep neural networks (DNNs). In this example, we'll use PyTorch to create a simple neural network that classifies penguins into species based on the length and depth of their culmen (bill), their flipper length, and their body mass.\n",
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"> **Citation**: The penguins dataset used in the this exercise is a subset of data collected and made available by [Dr. Kristen\n",
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"Gorman](https://www.uaf.edu/cfos/people/faculty/detail/kristen-gorman.php)\n",

05a - Deep Neural Networks (TensorFlow).ipynb

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"\n",
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"## Creating a Neural Network with Tensorflow\n",
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"\n",
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"Tensorflow is a framework for creating machine learning models, including deep neural networks (DNNs). In this example, we'll use Tensorflow to create a simple neural network that classifies penguins into species based on the length and depth of their culmen (bill).\n",
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"Tensorflow is a framework for creating machine learning models, including deep neural networks (DNNs). In this example, we'll use Tensorflow to create a simple neural network that classifies penguins into species based on the length and depth of their culmen (bill), their flipper length, and their body mass.\n",
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"\n",
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"> **Citation**: The penguins dataset used in the this exercise is a subset of data collected and made available by [Dr. Kristen\n",
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"Gorman](https://www.uaf.edu/cfos/people/faculty/detail/kristen-gorman.php)\n",

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