diff --git a/.gitignore b/.gitignore
index c9f81e4..7195879 100644
--- a/.gitignore
+++ b/.gitignore
@@ -2,3 +2,4 @@
 .stack/
 tensorflow-mnist-input-data/data/*.gz
 .DS_Store
+stack.yaml.lock
diff --git a/docker/Dockerfile b/docker/Dockerfile
index 25f9d24..c0a1f16 100644
--- a/docker/Dockerfile
+++ b/docker/Dockerfile
@@ -1,6 +1,6 @@
 # Prepare the image with:
 #   docker build -t tensorflow/haskell:v0 docker
-FROM tensorflow/tensorflow:1.14.0
+FROM tensorflow/tensorflow:2.3.0
 LABEL maintainer="TensorFlow authors <tensorflow-haskell@googlegroups.com>"
 
 RUN apt-get update
@@ -28,11 +28,11 @@ RUN dpkg-reconfigure locales && \
 
 # Installs protoc and the libraries.
 RUN \
-    curl -O -L https://github.com/google/protobuf/releases/download/v3.9.1/protoc-3.9.1-linux-x86_64.zip && \
-    unzip -d /usr/local protoc-3.9.1-linux-x86_64.zip bin/protoc && \
+    curl -O -L https://github.com/google/protobuf/releases/download/v3.13.0/protoc-3.13.0-linux-x86_64.zip && \
+    unzip -d /usr/local protoc-3.13.0-linux-x86_64.zip bin/protoc && \
     chmod 755 /usr/local/bin/protoc && \
-    curl -O https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-cpu-linux-x86_64-1.14.0.tar.gz && \
-    tar zxf libtensorflow-cpu-linux-x86_64-1.14.0.tar.gz -C /usr/local && \
+    curl -O https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-cpu-linux-x86_64-2.3.0.tar.gz && \
+    tar zxf libtensorflow-cpu-linux-x86_64-2.3.0.tar.gz -C /usr/local && \
     ldconfig
 
 ENV LANG en_US.UTF-8
diff --git a/docker/gpu/Dockerfile b/docker/gpu/Dockerfile
index 81272bd..dfc22c7 100644
--- a/docker/gpu/Dockerfile
+++ b/docker/gpu/Dockerfile
@@ -1,6 +1,6 @@
 # Prepare the image with:
 #   docker build -t tensorflow/haskell:1.14.0-gpu docker/gpu
-FROM tensorflow/tensorflow:1.14.0-gpu
+FROM tensorflow/tensorflow:2.3.0-gpu
 LABEL maintainer="TensorFlow authors <tensorflow-haskell@googlegroups.com>"
 
 RUN apt-get update
@@ -28,11 +28,11 @@ RUN dpkg-reconfigure locales && \
 
 # Installs protoc and the libraries.
 RUN \
-    curl -O -L https://github.com/google/protobuf/releases/download/v3.9.1/protoc-3.9.1-linux-x86_64.zip && \
-    unzip -d /usr/local protoc-3.9.1-linux-x86_64.zip bin/protoc && \
+    curl -O -L https://github.com/google/protobuf/releases/download/v3.13.0/protoc-3.13.0-linux-x86_64.zip && \
+    unzip -d /usr/local protoc-3.13.0-linux-x86_64.zip bin/protoc && \
     chmod 755 /usr/local/bin/protoc && \
-    curl -O https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-gpu-linux-x86_64-1.14.0.tar.gz && \
-    tar zxf libtensorflow-gpu-linux-x86_64-1.14.0.tar.gz -C /usr/local && \
+    curl -O https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-gpu-linux-x86_64-2.3.0.tar.gz && \
+    tar zxf libtensorflow-gpu-linux-x86_64-2.3.0.tar.gz -C /usr/local && \
     ldconfig
 
 ENV LANG en_US.UTF-8
diff --git a/tensorflow-core-ops/Setup.hs b/tensorflow-core-ops/Setup.hs
index 7d478dd..aebd49d 100644
--- a/tensorflow-core-ops/Setup.hs
+++ b/tensorflow-core-ops/Setup.hs
@@ -105,6 +105,8 @@ blackList =
     , "GroupByWindowDataset"
     , "If"
     , "InterleaveDataset"
+    , "LegacyParallelInterleaveDatasetV2"
+    , "LoadDataset"
     , "MapAndBatchDataset"
     , "MapAndBatchDatasetV2"
     , "MapDataset"
@@ -112,16 +114,24 @@ blackList =
     , "OneShotIterator"
     , "ParallelInterleaveDataset"
     , "ParallelInterleaveDatasetV2"
+    , "ParallelInterleaveDatasetV3"
+    , "ParallelInterleaveDatasetV4"
     , "ParallelMapDataset"
+    , "ParallelMapDatasetV2"
     , "ParseSequenceExample"
+    , "ParseSequenceExampleV2"
+    , "ParseSingleSequenceExample"
     , "PartitionedCall"
     , "ReduceDataset"
     , "RemoteCall"
+    , "SaveDataset"
     , "ScanDataset"
+    , "SnapshotDatasetV2"
     , "StatefulPartitionedCall"
     , "StatelessIf"
     , "StatelessWhile"
     , "SymbolicGradient"
+    , "TakeWhileDataset"
     , "TPUPartitionedCall"
     , "TPUReplicate"
     , "While"
@@ -130,6 +140,7 @@ blackList =
     , "XlaReduce"
     , "XlaReduceWindow"
     , "XlaSelectAndScatter"
+    , "XlaScatter"
     , "XlaWhile"
     , "_If"
     , "_TPUReplicate"
diff --git a/tensorflow-proto/tensorflow-proto.cabal b/tensorflow-proto/tensorflow-proto.cabal
index 5d453b8..f17122e 100644
--- a/tensorflow-proto/tensorflow-proto.cabal
+++ b/tensorflow-proto/tensorflow-proto.cabal
@@ -73,6 +73,8 @@ library
                      , Proto.Tensorflow.Core.Protobuf.ControlFlow_Fields
                      , Proto.Tensorflow.Core.Protobuf.Debug
                      , Proto.Tensorflow.Core.Protobuf.Debug_Fields
+                     , Proto.Tensorflow.Core.Protobuf.DeviceFilters
+                     , Proto.Tensorflow.Core.Protobuf.ErrorCodes
                      , Proto.Tensorflow.Core.Protobuf.MetaGraph
                      , Proto.Tensorflow.Core.Protobuf.MetaGraph_Fields
                      , Proto.Tensorflow.Core.Protobuf.NamedTensor
@@ -83,12 +85,16 @@ library
                      , Proto.Tensorflow.Core.Protobuf.RewriterConfig_Fields
                      , Proto.Tensorflow.Core.Protobuf.SavedModel
                      , Proto.Tensorflow.Core.Protobuf.SavedModel_Fields
+                     , Proto.Tensorflow.Core.Protobuf.SavedObjectGraph
                      , Proto.Tensorflow.Core.Protobuf.Saver
                      , Proto.Tensorflow.Core.Protobuf.Saver_Fields
+                     , Proto.Tensorflow.Core.Protobuf.Struct
                      , Proto.Tensorflow.Core.Protobuf.TensorBundle
                      , Proto.Tensorflow.Core.Protobuf.TensorBundle_Fields
                      , Proto.Tensorflow.Core.Protobuf.TensorflowServer
                      , Proto.Tensorflow.Core.Protobuf.TensorflowServer_Fields
+                     , Proto.Tensorflow.Core.Protobuf.TrackableObjectGraph
+                     , Proto.Tensorflow.Core.Protobuf.VerifierConfig
                      , Proto.Tensorflow.Core.Util.Event
                      , Proto.Tensorflow.Core.Util.Event_Fields
                      , Proto.Tensorflow.Core.Util.MemmappedFileSystem
@@ -125,6 +131,7 @@ library
                      , Proto.Tensorflow.Core.Framework.OpDef_Fields
                      , Proto.Tensorflow.Core.Framework.ResourceHandle
                      , Proto.Tensorflow.Core.Framework.ResourceHandle_Fields
+                     , Proto.Tensorflow.Core.Protobuf.SavedObjectGraph
                      , Proto.Tensorflow.Core.Framework.StepStats
                      , Proto.Tensorflow.Core.Framework.StepStats_Fields
                      , Proto.Tensorflow.Core.Framework.Summary
@@ -152,6 +159,8 @@ library
                      , Proto.Tensorflow.Core.Protobuf.ControlFlow_Fields
                      , Proto.Tensorflow.Core.Protobuf.Debug
                      , Proto.Tensorflow.Core.Protobuf.Debug_Fields
+                     , Proto.Tensorflow.Core.Protobuf.DeviceFilters
+                     , Proto.Tensorflow.Core.Protobuf.ErrorCodes
                      , Proto.Tensorflow.Core.Protobuf.MetaGraph
                      , Proto.Tensorflow.Core.Protobuf.MetaGraph_Fields
                      , Proto.Tensorflow.Core.Protobuf.NamedTensor
@@ -162,12 +171,16 @@ library
                      , Proto.Tensorflow.Core.Protobuf.RewriterConfig_Fields
                      , Proto.Tensorflow.Core.Protobuf.SavedModel
                      , Proto.Tensorflow.Core.Protobuf.SavedModel_Fields
+                     , Proto.Tensorflow.Core.Protobuf.SavedObjectGraph
                      , Proto.Tensorflow.Core.Protobuf.Saver
                      , Proto.Tensorflow.Core.Protobuf.Saver_Fields
+                     , Proto.Tensorflow.Core.Protobuf.Struct
                      , Proto.Tensorflow.Core.Protobuf.TensorBundle
                      , Proto.Tensorflow.Core.Protobuf.TensorBundle_Fields
                      , Proto.Tensorflow.Core.Protobuf.TensorflowServer
                      , Proto.Tensorflow.Core.Protobuf.TensorflowServer_Fields
+                     , Proto.Tensorflow.Core.Protobuf.TrackableObjectGraph
+                     , Proto.Tensorflow.Core.Protobuf.VerifierConfig
                      , Proto.Tensorflow.Core.Util.Event
                      , Proto.Tensorflow.Core.Util.Event_Fields
                      , Proto.Tensorflow.Core.Util.MemmappedFileSystem
diff --git a/third_party/tensorflow b/third_party/tensorflow
index 6612da8..b36436b 160000
--- a/third_party/tensorflow
+++ b/third_party/tensorflow
@@ -1 +1 @@
-Subproject commit 6612da89516247503f03ef76e974b51a434fb52e
+Subproject commit b36436b087bd8e8701ef51718179037cccdfc26e