Add lecture 6

Author: istrandjev

.gitignore

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+# Notebook checkpoints
+.ipynb_checkpoints/
+
+# IDEA related files
+*.iml
+.idea/
+
+# Resnet checkpoint
+inception_resnet_v2_2016_08_30.*
+
+# tensorflow/models
+models/

lecture-6/README.md

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+DEBUGGING CONVOLUTIONAL NEURAL NETWORKS
+=======================================
+
+# Downloading requirements
+
+In order to run the experiments in this folder you will need to clone the tensorflow models repository from `https://github.com/tensorflow/models`. For instance to download using ssh:
+
+    git clone [email protected]:tensorflow/models.git
+
+You will also need to download a pre-trained checkpoint of inception resnet version2. You can do so from https://github.com/tensorflow/models/tree/master/research/slim#pre-trained-models For instance:
+
+    wget http://download.tensorflow.org/models/inception_resnet_v2_2016_08_30.tar.gz
+
+After you download the archive, extract it:
+
+    tar -xzvf inception_resnet_v2_2016_08_30.tar.gz
+
+# Configuring the notebooks
+
+Each of the two notebooks has a cell with constants at the top where you can configure the paths to the location where you checked out tensorflow/models and where you extracted the inception resnet v2 checkpoint. By default those are assumed to be in the project root folder. If you decided to use a different location you need to update those locations.
+