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Initial_audit_changes #1436

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Create some initial changes to the docs based on my audit suggestions.

Create some initial changes to the docs based on my audit suggestions.
@@ -63,7 +63,7 @@ This will create a "My Classification Project", copy the `pgml.digits` table int

When used for the first time in a project, `pgml.train()` function requires the `task` parameter, which can be either `regression` or `classification`. The task determines the relevant metrics and analysis performed on the data. All models trained within the project will refer to those metrics and analysis for benchmarking and deployment.

The first time it's called, the function will also require a `relation_name` and `y_column_name`. The two arguments will be used to create the first snapshot of training and test data. By default, 25% of the data (specified by the `test_size` parameter) will be randomly sampled to measure the performance of the model after the `algorithm` has been trained on the 75% of the data.
The first time it is called, the function will also require a `relation_name` and `y_column_name`. The two arguments will be used to create the first snapshot of training and test data. By default, 25% of the data (specified by the `test_size` parameter) will be randomly sampled to measure the performance of the model after the `algorithm` has been trained on the 75% of the data.
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Why do we prefer not using contractions?

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I suggested it as a way to make it simpler for non-native English speakers to read.

Another reason is for translation, but I figured you probably have no plans for that at this point.

Fix a missing ending para and remove blank targets.
@@ -37,7 +37,7 @@ pgml.train(
| `task` | `'regression'` | The objective of the experiment: `regression`, `classification` or `cluster` |
| `relation_name` | `'public.search_logs'` | The Postgres table or view where the training data is stored or defined. |
| `y_column_name` | `'clicked'` | The name of the label (aka "target" or "unknown") column in the training table. |
| `algorithm` | `'xgboost'` | <p>The algorithm to train on the dataset. |
| `algorithm` | `'xgboost'` | <p>The algorithm to train on the dataset.</p> |
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We don't need the <p> if we're not nesting multiple links, but why remove the links?

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| `algorithm` | `'xgboost'` | <p>The algorithm to train on the dataset.</p> |
| `algorithm` | `'xgboost'` | The algorithm to train on the dataset. |

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The links 404'ed. Do the pages still exist?

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craigmoore1 and others added 3 commits May 5, 2024 10:48
Update based on Montana feedback
Modify HuggingFace to Hugging Face in multiple pages.
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3 participants