diff --git a/pkgs/development/python-modules/tensorflow-estimator/default.nix b/pkgs/development/python-modules/tensorflow-estimator/bin.nix
similarity index 86%
rename from pkgs/development/python-modules/tensorflow-estimator/default.nix
rename to pkgs/development/python-modules/tensorflow-estimator/bin.nix
index 24fb681f3b6f..c7d8e4d630be 100644
--- a/pkgs/development/python-modules/tensorflow-estimator/default.nix
+++ b/pkgs/development/python-modules/tensorflow-estimator/bin.nix
@@ -6,13 +6,13 @@
 
 buildPythonPackage rec {
   pname = "tensorflow-estimator";
-  version = "2.10.0";
+  version = "2.11.0";
   format = "wheel";
 
   src = fetchPypi {
     pname = "tensorflow_estimator";
     inherit version format;
-    hash = "sha256-8yTqF81X8W4zvxiHEdUHfmsuX1oSwyjW4BoHsjiI7c0=";
+    hash = "sha256-6jtkrP/z2aJE8GF4yb3ty90/Eltn0IiNuoIpSY0GRos=";
   };
 
   propagatedBuildInputs = [ mock numpy absl-py ];
diff --git a/pkgs/development/python-modules/tensorflow/default.nix b/pkgs/development/python-modules/tensorflow/default.nix
index f0729fc28dcc..fef979b70d18 100644
--- a/pkgs/development/python-modules/tensorflow/default.nix
+++ b/pkgs/development/python-modules/tensorflow/default.nix
@@ -74,7 +74,7 @@ let
 
   tfFeature = x: if x then "1" else "0";
 
-  version = "2.10.1";
+  version = "2.11.0";
   variant = if cudaSupport then "-gpu" else "";
   pname = "tensorflow${variant}";
 
@@ -187,8 +187,8 @@ let
     src = fetchFromGitHub {
       owner = "tensorflow";
       repo = "tensorflow";
-      rev = "v${version}";
-      hash = "sha256-AYHUtJEXYZdVDigKZo7mQnV+PDeQg8mi45YH18qXHZA=";
+      rev = "refs/tags/v${version}";
+      hash = "sha256-OYh61/83yv+ycivylfdS8yFUIUAk8euAPvmfjPzldGs=";
     };
 
     # On update, it can be useful to steal the changes from gentoo
@@ -372,11 +372,11 @@ let
     fetchAttrs = {
       sha256 = {
       x86_64-linux = if cudaSupport
-        then "sha256-Q6a/Q4fr5cmqqkIoL8ZBJOKfF4NXnrhqFi2VgUpHC3E="
-        else "sha256-RBrmxWBn5Yj5fIHlPYXuWOFMTqDGbgk+IvUXk7kIXHM=";
-      aarch64-linux = "sha256-MEkn2DplUW1R95q+A6uuIKNtMEBv08jU8kvTbMgIKJU=";
-      x86_64-darwin = "sha256-bqZTu0AABeg6M2IVwlkUPuF8EMsbQXurcmjWZY0EN9E=";
-      aarch64-darwin = "sha256-q1PfVqyZ3KG65aKw6l9vhxCfPoxH6Nb5y1Eh9P8Ovqk=";
+        then "sha256-/wB9EpaDPg3TrD9qggdA4vPgzvmaKc6dDnLjoYTJC5o="
+        else "sha256-QgOaUaq0V5HG9BOv9nEw8OTSlzINNFvbnyP8Vx+r9Xw=";
+      aarch64-linux = "sha256-zjnRtTG1j9cZTbP0Xnk2o/zWTNsP8T0n4Ai8IiAT3PE=";
+      x86_64-darwin = "sha256-RBLox9rzBKcZMm4NwnT7vQ/EjapWQJkqxuQ0LIdaM1E=";
+      aarch64-darwin = "sha256-BRzh79lYvMHsUMk8BEYDLHTpnmeZ9+0lrDtj4XI1YY4=";
       }.${stdenv.hostPlatform.system} or (throw "unsupported system ${stdenv.hostPlatform.system}");
     };
 
@@ -419,6 +419,7 @@ let
     };
 
     meta = with lib; {
+      changelog = "https://github.com/tensorflow/tensorflow/releases/tag/v${version}";
       description = "Computation using data flow graphs for scalable machine learning";
       homepage = "http://tensorflow.org";
       license = licenses.asl20;
@@ -438,11 +439,13 @@ in buildPythonPackage {
   src = bazel-build.python;
 
   # Adjust dependency requirements:
+  # - Drop tensorflow-io dependency until we get it to build
   # - Relax flatbuffers and gast version requirements
   # - The purpose of python3Packages.libclang is not clear at the moment and we don't have it packaged yet
   # - keras and tensorlow-io-gcs-filesystem will be considered as optional for now.
   postPatch = ''
     sed -i setup.py \
+      -e '/tensorflow-io-gcs-filesystem/,+1d' \
       -e "s/'flatbuffers[^']*',/'flatbuffers',/" \
       -e "s/'gast[^']*',/'gast',/" \
       -e "/'libclang[^']*',/d" \
diff --git a/pkgs/top-level/python-aliases.nix b/pkgs/top-level/python-aliases.nix
index 5430ab54c662..4ad9b845adc8 100644
--- a/pkgs/top-level/python-aliases.nix
+++ b/pkgs/top-level/python-aliases.nix
@@ -218,6 +218,7 @@ mapAliases ({
   SQLAlchemy-ImageAttach = throw "sqlalchemy-imageattach has been removed as it is incompatible with sqlalchemy 1.4 and unmaintained"; # added 2022-04-23
   tensorflow-bin_2 = tensorflow-bin; # added 2021-11-25
   tensorflow-build_2 = tensorflow-build; # added 2021-11-25
+  tensorflow-estimator = tensorflow-estimator-bin; # added 2023-01-17
   tensorflow-estimator_2 = tensorflow-estimator; # added 2021-11-25
   tensorflow-tensorboard = tensorboard; # added 2022-03-06
   tensorflow-tensorboard_2 = tensorflow-tensorboard; # added 2021-11-25
diff --git a/pkgs/top-level/python-packages.nix b/pkgs/top-level/python-packages.nix
index 362c7b9909cf..ef822a72fb01 100644
--- a/pkgs/top-level/python-packages.nix
+++ b/pkgs/top-level/python-packages.nix
@@ -11229,7 +11229,7 @@ self: super: with self; {
 
   tensorflow-datasets = callPackage ../development/python-modules/tensorflow-datasets { };
 
-  tensorflow-estimator = callPackage ../development/python-modules/tensorflow-estimator { };
+  tensorflow-estimator-bin = callPackage ../development/python-modules/tensorflow-estimator/bin.nix { };
 
   tensorflow-metadata = callPackage ../development/python-modules/tensorflow-metadata { };