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Fix Links in Readme.md
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Some further links fixes
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talkdirty authored and nealwu committed Mar 20, 2017
1 parent 0614914 commit 3607bf4
Showing 1 changed file with 2 additions and 6 deletions.
8 changes: 2 additions & 6 deletions im2txt/README.md
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Expand Up @@ -133,8 +133,7 @@ Each caption is a list of words. During preprocessing, a dictionary is created
that assigns each word in the vocabulary to an integer-valued id. Each caption
is encoded as a list of integer word ids in the `tf.SequenceExample` protos.

We have provided a script to download and preprocess the [MSCOCO]
(http://mscoco.org/) image captioning data set into this format. Downloading
We have provided a script to download and preprocess the [MSCOCO](http://mscoco.org/) image captioning data set into this format. Downloading
and preprocessing the data may take several hours depending on your network and
computer speed. Please be patient.

Expand Down Expand Up @@ -262,8 +261,7 @@ tensorboard --logdir="${MODEL_DIR}"
### Fine Tune the Inception v3 Model

Your model will already be able to generate reasonable captions after the first
phase of training. Try it out! (See [Generating Captions]
(#generating-captions)).
phase of training. Try it out! (See [Generating Captions](#generating-captions)).

You can further improve the performance of the model by running a
second training phase to jointly fine-tune the parameters of the *Inception v3*
Expand Down Expand Up @@ -333,6 +331,4 @@ expected.

Here is the image:

<center>
![Surfer](g3doc/COCO_val2014_000000224477.jpg)
</center>

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