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start: copy edits to experiments
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per #1482 (review)
et al.
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jorgeorpinel committed Jun 26, 2020
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12 changes: 6 additions & 6 deletions content/docs/start/experiments.md
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Expand Up @@ -70,7 +70,7 @@ into plots file `prc.json`:
{
"prc": [
{ "precision": 0.021473008227975116, "recall": 1.0, "threshold": 0.0 },
...
...,
{ "precision": 1.0, "recall": 0.009345794392523364, "threshold": 0.64 }
]
}
Expand All @@ -95,7 +95,7 @@ parameters.
## Defining parameters

It's pretty common for data science pipelines to include configuration files
that defines adjustable parameters to train a model, do pre-processing, etc. DVC
that define adjustable parameters to train a model, do pre-processing, etc. DVC
provides a mechanism for stages to depend on the values of specific sections of
such a config file (YAML or JSON formats are supported).

Expand Down Expand Up @@ -158,9 +158,9 @@ train:

## Tuning and running experiments

We are definitely not happy with the `AUC` value we got so far (`0.573`)! Let's
now tune and run the new experiment. Edit the `params.yaml` file to use bigrams
and increase the number of features:
We are definitely not happy with the `AUC` value we got so far! Let's now tune
and run the new experiment. Edit the `params.yaml` file to use bigrams and
increase the number of features:

```diff
featurize:
Expand All @@ -185,7 +185,7 @@ needs to be run.

## Comparing experiments

Finally, we are now ready to compare results. DVC has a few commands to see
Finally, we are now ready to compare everything! DVC has a few commands to see
metrics and parameter changes, and to visualize plots, for one or more
experiments. Let's compare the current "bigrams" run with the last committed
"baseline" iteration:
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