fix broken markdown local links in 2019/poikola/README.md
Also added a `make text` Makefile rule to `2019/mills/Makefile`. Ran `bin/readme2index.sh -v 1 2019/poikola` to perform the above.
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@@ -245,11 +245,21 @@ validation loss is about 1.72. Comparing the validation loss and the
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training loss will give you an idea of how well the network is learning and
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can let you know if the network is [overfitting or underfitting][7].
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As part of the training process, the data set (which for OMLET is the
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[Shakespeare.txt](Shakespeare.txt)file you gave on the command line) is divided into
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As part of the training process, the data set, which for OMLET is a
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file you gave on the command line, is divided into
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[training and validation sets][8] (by default, 95% of the data is used for
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training, but like most OMLET parameters, you can change this at compile-time).
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For examples of input text files, try:
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``` <!---sh-->
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make text
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```
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and then examine the resulting `IOCCC-hints.output.txt`
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`Shakespeare.output.txt` `IOCCC-Rules-Guidelines.output.txt`
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`Eugene_Onegin.output.txt` temporary files.
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At the end of the validation run, OMLET writes out a checkpoint file with a
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name like `cp01_1.970`. This saves the state of the run at the start of the
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epoch 1, after computing a validation loss of 1.970. The checkpoint is
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