The Routine

Building towards: MNIST dataset

1. Find shapes of inputs and outputs
2. Run model on single example
3. Compute metrics
4. Establish baseline
5. Investigate issues, i.e. find root causes
6. Expand literature survey

How steps 1-4 are expressed in the MNIST example

1. Find shapes of inputs and outputs
2. Run model on single example
3. Compute metrics
4. Establish baseline

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How steps 5-6 are often ignored in literature

1. Investigate issues, i.e. find root causes
2. Expand literature survey

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Implementing steps 5,6

1. Investigate issues, i.e. find root causes
2. Expand literature survey

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TSNE, UMAP, SHAP, etc.

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Examples of error analysis

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