title: How to Deploy Amazon-SageMaker Locally in Python
body: <p>I trained my model in Amazon-SageMaker and downloaded it to my local computer. Unfortunately, I don't have any idea how to run the model locally.</p>
  
  <p>The Model is in a directory with files like:</p>
  
  <pre><code>image-classification-0001.params
  image-classification-0002.params
  image-classification-0003.params
  image-classification-0004.params
  image-classification-0005.params
  image-classification-symbol.json
  model-shapes.json
  </code></pre>
  
  <p>Would anyone know how to run this locally with Python, or be able to point me to a resource that could help? I am trying to avoid calling the model using the Amazon API.</p>
  
  <p>Edit: The model I used was created with code very similar to this <a href="https://github.com/awslabs/amazon-sagemaker-examples/blob/master/introduction_to_amazon_algorithms/imageclassification_caltech/Image-classification-fulltraining.ipynb" rel="nofollow noreferrer">example</a>.</p>
  
  <p>Any help is appreciated, I will award the bounty to whoever is most helpful, even if they don't completely solve the question. </p>