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-rw-r--r--tensorflow/docs_src/extend/estimators.md5
1 files changed, 2 insertions, 3 deletions
diff --git a/tensorflow/docs_src/extend/estimators.md b/tensorflow/docs_src/extend/estimators.md
index fbde463415..500beb49a2 100644
--- a/tensorflow/docs_src/extend/estimators.md
+++ b/tensorflow/docs_src/extend/estimators.md
@@ -68,8 +68,7 @@ for abalone:
| Feature | Description |
| -------------- | --------------------------------------------------------- |
| Length | Length of abalone (in longest direction; in mm) |
-| Diameter | Diameter of abalone (measurement perpendicular to length; |
-: : in mm) :
+| Diameter | Diameter of abalone (measurement perpendicular to length; in mm)|
| Height | Height of abalone (with its meat inside shell; in mm) |
| Whole Weight | Weight of entire abalone (in grams) |
| Shucked Weight | Weight of abalone meat only (in grams) |
@@ -559,7 +558,7 @@ For a full list of optimizers, and other details, see the
Here's the final, complete `model_fn` for the abalone age predictor. The
following code configures the neural network; defines loss and the training op;
-and returns a `ModelFnOps` object containing `mode`, `predictions_dict`, `loss`,
+and returns a `EstimatorSpec` object containing `mode`, `predictions_dict`, `loss`,
and `train_op`:
```python