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Deep learning examples

This is a collection of examples of using deep learning to solve different types of problems. I am using it as a way of getting practical experience while I follow along with the (fantastic) http://course.fast.ai/ course and the deeplearning.ai Deep Learning specialisation https://www.coursera.org/specializations/deep-learning. I will update the examples with any new methods I discover of doing each type of task, so that hopefully the results will improve over time.

The /experiments folder contains things that may be interesting, but are not necessarily explained or guaranteed to run!

Data sources

I'll use publicly available datasets so all the examples are reproducible.

Examples

Here are all the examples and associated test results.

Image Classification

Multi-label classification:

  • Seedlings dataset: 97.64% accuracy on the test set

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A collection of easy-to-follow examples applying deep learning to different problems

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