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Update language guide #2931

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Sep 16, 2020
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Update language guide #2931

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8 changes: 4 additions & 4 deletions doc/language_guide.md
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Original file line number Diff line number Diff line change
Expand Up @@ -20,8 +20,8 @@ Instead of writing a Python program with a lot of boilerplate code, this can be

```sql
SELECT * FROM iris.train
TO TRAIN DNNClassifer
WITH hidden_units = [10, 10], n_classes = 3, EPOCHS = 10
TO TRAIN DNNClassifier
WITH model.hidden_units = [10, 10], model.n_classes = 3, train.epoch= 10
COLUMN sepal_length, sepal_width, petal_length, petal_width
LABEL class
INTO sqlflow_models.my_dnn_model;
Expand Down Expand Up @@ -80,7 +80,7 @@ TO TRAIN ...

### Train Clause

The *train clause* describes the specific model type and the way the model is trained, e.g. `TO TRAIN DNNClassifer WITH hidden_units = [10, 10], n_classes = 3, EPOCHS = 10`.
The *train clause* describes the specific model type and the way the model is trained, e.g. `TO TRAIN DNNClassifier WITH model.hidden_units = [10, 10], model.n_classes = 3, train.epoch= 10`.

```sql
TO TRAIN model_identifier
Expand All @@ -97,7 +97,7 @@ For example, if you want to train a `DNNClassifier`, which has two hidden layers

```sql
SELECT ...
TO TRAIN DNNClassifer
TO TRAIN DNNClassifier
WITH
model.hidden_units = [10, 10],
model.n_classes = 3,
Expand Down