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minibatch's Introduction

MiniBatch

Mini-batching is a technique for training a neural network on subsets of the dataset instead of all the data at one time. This provides the ability to train a model, even if a computer lacks the memory to store the entire dataset.

Mini-batching is computationally inefficient, since you can't calculate the loss function output value of your model simultaneously across all samples. However, this is a small price to pay in order to be able to run the model at all.

This project is a simple implementation of Mini-batching for study purpose. It is a part of lesson 8 of Self Driving Car Nano Degree on Udacity.

License

MiniBatch is a free software and may be redistributed under the terms specified in the LICENSE file.

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