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deep-learning-with-tensorflow-pathway.json
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deep-learning-with-tensorflow-pathway.json
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{
"title": "Deep Learning with TensorFlow",
"description": "Learn how to use Python and TensorFlow with Deep Learning tasks",
"courses": [
{
"course_id": "classification-task",
"title": "Classification task",
"description": "Introduction to Machine Learning Classification problem"
},
{
"course_id": "logistic-regression",
"title": "Logistic Regression",
"description": "Using logistic regression to the non lineary separable data classification"
},
{
"course_id": "numpy-basics",
"title": "Numpy Basics",
"description": "Introduction to Python numpy package"
},
{
"course_id": "forward-propagation",
"title": "Forward propagation",
"description": "Learn how to build simple neural network using numpy"
},
{
"course_id": "hidden-layers",
"title": "Hidden layers",
"description": "Learn how to build hidden fully connected layers using numpy"
},
{
"course_id": "neural-network-training",
"title": "Neural Network Training",
"description": "Create your first Neural Network training process"
},
{
"course_id": "tensorflow-core",
"pathway_id": "tensorflow-getting-started",
"title": "Computational Graph: Core",
"description": "Introduction to TensorFlow Core"
},
{
"course_id": "function-optimisation",
"title": "Optimising the function",
"description": "Use TensorFlow to optimise the function"
},
{
"course_id": "tensorflow-training",
"title": "TensorFlow Network Training",
"description": "Create simple classifying neural network in TensorFlow"
},
{
"course_id": "tensorflow-deep-training",
"title": "TensorFlow Deep Network Training",
"description": "Create deep classifying neural network in TensorFlow"
},
{
"course_id": "mnist-dataset",
"title": "MNIST Dataset",
"description": "Introduction to MNIST Dataset provided by TensorFlow"
},
{
"course_id": "tensorflow-mnist-beginner",
"pathway_id": "tensorflow-getting-started",
"title": "MNIST Simple Neural Network Training",
"description": "Walkthrough the TensorFlow training process for MNIST dataset"
},
{
"course_id": "tensorflow-mnist-training",
"title": "MNIST Dataset Deep Learning",
"description": "Build deep network for MNIST Dataset in TensorFlow"
},
{
"course_id": "tensorflow-mnist-expert",
"pathway_id": "tensorflow-getting-started",
"title": "MNIST Simple Neural Network Training Solution",
"description": "Walkthrough the deep network creation for MNIST dataset"
},
{
"course_id": "tensorflow-mnist-convolution",
"title": "MNIST Dataset Convolution",
"description": "Build convolutional network for MNIST Dataset in TensorFlow"
},
{
"link": "/basiafusinska/scenarios/tensorflow-layers",
"title": "APIs: Hidden layers with tf.layers",
"description": "Walkthrough the deep network creation for MNIST dataset"
}]
}