From 0663aba35744b19bc04196886ab89d7be2b1fbeb Mon Sep 17 00:00:00 2001
From: Sam Gross <colesbury@gmail.com>
Date: Fri, 4 Mar 2016 14:38:20 -0500
Subject: [PATCH] Add plots of validation error, training error, and training
 loss

See #18
---
 pretrained/CONVERGENCE.md | 14 ++++++++++++++
 pretrained/README.md      |  3 +++
 2 files changed, 17 insertions(+)
 create mode 100644 pretrained/CONVERGENCE.md

diff --git a/pretrained/CONVERGENCE.md b/pretrained/CONVERGENCE.md
new file mode 100644
index 000000000..6c08dc18b
--- /dev/null
+++ b/pretrained/CONVERGENCE.md
@@ -0,0 +1,14 @@
+These are plots of validation error, training error, and training loss on ImageNet measured after every epoch. 
+
+- [Validation Error](#validation-error)
+- [Training Error](#training-error)
+- [Training Loss](#training-loss)
+
+## Validation Error
+<img width="842" alt="validation error" src="https://cloud.githubusercontent.com/assets/655866/13538067/6785a948-e216-11e5-8f76-b74e74397fd7.png">
+
+## Training Error
+<img width="828" alt="train error" src="https://cloud.githubusercontent.com/assets/655866/13538065/6775ec38-e216-11e5-831d-26e5660367a5.png">
+
+## Training Loss
+<img width="836" alt="train loss" src="https://cloud.githubusercontent.com/assets/655866/13538066/678459b2-e216-11e5-8b13-88c24d73ab5d.png">
diff --git a/pretrained/README.md b/pretrained/README.md
index ca7878448..e30f0db01 100644
--- a/pretrained/README.md
+++ b/pretrained/README.md
@@ -28,6 +28,9 @@ The ResNet-50 model has a batch normalization layer after the addition, instead
 | ResNet-50     | 22.24       | 6.08        |
 | ResNet-101    | **21.08**   | **5.35**    |
 
+##### ImageNet charts
+
+See the [convergence plots](CONVERGENCE.md) for charts of training and validation error and training loss after every epoch.
 
 ### Fine-tuning on a custom dataset