diff --git a/t81_558_class14_aws.ipynb b/t81_558_class14_aws.ipynb
index f2b655fa..ab966ec5 100644
--- a/t81_558_class14_aws.ipynb
+++ b/t81_558_class14_aws.ipynb
@@ -16,18 +16,14 @@
    "source": [
     "# Helpful Resources\n",
     "\n",
+    "* [The Titian V](https://www.nvidia.com/en-us/titan/titan-v/)\n",
+    "* [GPU Benchmarks](https://www.videocardbenchmark.net/)\n",
     "* [Amazon Web Services (AWS)](https://aws.amazon.com/)\n",
-    "* [Installing a Python Jupyter Notebook Server on AWS](https://gist.github.com/iamatypeofwalrus/5183133)\n",
+    "* [My Blog Posts on AWS](http://www.heatonresearch.com/2017/11/15/aws-data-science.html)\n",
     "* [Installing AWS for GPU TensorFlow Usage](https://gist.github.com/iamatypeofwalrus/5183133)\n",
-    "* [How to Use Tensorflow with a GPU](https://www.tensorflow.org/versions/r0.12/how_tos/using_gpu/index.html)\n",
-    "* [CIFAR-10 Tutorial on TensorFlow](https://www.tensorflow.org/versions/r0.12/tutorials/deep_cnn/index.html)\n",
-    "* [The CIFAR-10 Dataset](https://www.cs.toronto.edu/~kriz/cifar.html)\n",
     "* [All AWS Instances](https://aws.amazon.com/ec2/instance-types/)\n",
     "* [AWS Instance Prices](https://aws.amazon.com/ec2/pricing/on-demand/)\n",
     "* [Amazon AWS GPU Instances](https://aws.amazon.com/ec2/instance-types/p2/)\n",
-    "* [Install CUDA on Mac](http://stackoverflow.com/questions/38710339/library-not-loaded-rpath-libcudart-7-5-dylib-tensorflow-error-on-mac)\n",
-    "* [Setup TensorFlow GPU for MAC](https://www.tensorflow.org/versions/r0.12/get_started/os_setup.html#optional-setup-gpu-for-mac)\n",
-    "* [Very Helpful Guide for TF/GPU](https://gist.github.com/Mistobaan/dd32287eeb6859c6668d)\n",
     "* [nVIDIA Suggested Hardware](http://www.nvidia.com/object/gpu-accelerated-applications-tensorflow-configurations.html)"
    ]
   },
@@ -354,7 +350,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.4"
+   "version": "3.6.3"
   }
  },
  "nbformat": 4,