diff --git a/hpvm/benchmarks/dnn_benchmarks/keras/README.md b/hpvm/benchmarks/dnn_benchmarks/keras/README.md
index c9632908cd98e59f04d1bf8339ca91129c640f1e..5a9a1292d865a7fc17a1f4fe65a553d13a8a2177 100644
--- a/hpvm/benchmarks/dnn_benchmarks/keras/README.md
+++ b/hpvm/benchmarks/dnn_benchmarks/keras/README.md
@@ -1,3 +1,3 @@
 # Keras Benchmarks
 
-Instructions on using the Keras benchmarks and the Keras Frontend can be found [**here**](../../../docs/developerdocs/tensorcomponents/keras-benchmarks.rst) 
+Instructions on using the Keras benchmarks and the Keras Frontend can be found [**here**](../../../docs/developerdocs/components/tensorcomponents/keras-benchmarks.rst) 
diff --git a/hpvm/docs/developerdocs/components/tensorcomponents/keras-benchmarks.rst b/hpvm/docs/developerdocs/components/tensorcomponents/keras-benchmarks.rst
index 28f1a4b4ba1435d8118457ec2cceda2beb200f00..da5db326b7cb5283b531f72bcf34e5f588ea1efa 100644
--- a/hpvm/docs/developerdocs/components/tensorcomponents/keras-benchmarks.rst
+++ b/hpvm/docs/developerdocs/components/tensorcomponents/keras-benchmarks.rst
@@ -2,7 +2,7 @@ Keras Benchmarks
 ================
 
 
-Run the Keras benchmarks under ``hpvm/benchamrks/dnn_benchmarks/keras``
+Run the Keras benchmarks under ``hpvm/benchmarks/dnn_benchmarks/keras``
 
 Download CNN Model Files
 ------------------------
@@ -14,7 +14,7 @@ Prior to running the benchmarks, ensure you download the CNN model data (inputs
    wget https://databank.illinois.edu/datafiles/o3izd/download -O model_params.tar.gz
    tar -xf  model_params.tar.gz
 
-Move extracted ``model_params`` directory to ``/benchamrks/dnn_benchmarks/model_params`` (Benchmarks expect data at this location)
+Move extracted ``model_params`` directory to ``/benchmarks/dnn_benchmarks/model_params`` (Benchmarks expect data at this location)
 
 Running Benchmaks
 -----------------
diff --git a/hpvm/projects/keras/README.md b/hpvm/projects/keras/README.md
index 9eeb4f070152ff12c4a1703b8be8d0279216a56c..36a6518dd2110e387dd0db950496510417f4a3fe 100644
--- a/hpvm/projects/keras/README.md
+++ b/hpvm/projects/keras/README.md
@@ -1,4 +1,4 @@
 
 # Keras Frontend
 
-Instructions on installing and using the Keras Frontend can be found [**here**](../../docs/developerdocs/tensorcomponents/keras-frontend.rst) 
+Instructions on installing and using the Keras Frontend can be found [**here**](../../docs/developerdocs/components/tensorcomponents/keras-frontend.rst)