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These are specific bite-sized projects to learn an aspect of deep learning. They are in order from beginner to more advanced, but feel free to skip around.
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| Project | Starter Code | Video |
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| ----- | ------- | -----|
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| ----- | ------- | ----- |
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| Build a simple image classifier for apparel | projects/1-fashion-mnist| [Build your first machine learning model](https://www.youtube.com/watch?v=CbXj7091OWA) |
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| Improve your image classifier | projects/2-fashion-mnist-mlp | [Multi-Layer Perceptrons](https://www.youtube.com/watch?v=GVKDa5hxUZE) |
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| Build a convolutional image classifier | projects/3-fashion-mnist-cnn | [Convolutional Neural Networks](https://www.youtube.com/watch?v=wzy8jI-duEQ) |
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# More Projects
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If you have done all of the tutorial projects, we have a few more that don't have associated lessons yet!
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|Project|Link|
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|-------|----|
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|Japanese Language OCR|https://app.wandb.ai/wandb/kmnist/benchmarks|
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|Video Prediction|https://app.wandb.ai/wandb/catz/benchmarks|
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| Project | Link |
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| ------- | ---- |
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|Japanese Language OCR | https://app.wandb.ai/wandb/kmnist/benchmarks |
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|Video Prediction | https://app.wandb.ai/wandb/catz/benchmarks |
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# Getting Started
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1. Clone this repository
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2. Get the python libraries (run 'pip install -r requirements.txt')
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You don't need a fancy computer to run most of the examples, but especially to do the later projects you may want to invest in a GPU.
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# Examples
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