From 0331f86640e4d12ade3d7cf48f3f4bb70d422e87 Mon Sep 17 00:00:00 2001
From: MichaelBroughton <MichaelBroughton@users.noreply.github.com>
Date: Sun, 16 May 2021 16:40:10 -0700
Subject: [PATCH] Upgrade all tutorials and install instructions. (#569)

---
 docs/install.md                        | 4 ++--
 docs/tutorials/barren_plateaus.ipynb   | 4 ++--
 docs/tutorials/gradients.ipynb         | 4 ++--
 docs/tutorials/hello_many_worlds.ipynb | 4 ++--
 docs/tutorials/mnist.ipynb             | 4 ++--
 docs/tutorials/qcnn.ipynb              | 4 ++--
 docs/tutorials/quantum_data.ipynb      | 2 +-
 docs/tutorials/research_tools.ipynb    | 2 +-
 8 files changed, 14 insertions(+), 14 deletions(-)

diff --git a/docs/install.md b/docs/install.md
index c40e04960..ad3f48306 100644
--- a/docs/install.md
+++ b/docs/install.md
@@ -17,7 +17,7 @@ TensorFlow Quantum is supported on Python 3.6, 3.7, and 3.8 and depends directly
 ### Requirements
 
 * pip 19.0 or later (requires `manylinux2010` support)
-* [TensorFlow == 2.3.1](https://www.tensorflow.org/install/pip)
+* [TensorFlow == 2.4.1](https://www.tensorflow.org/install/pip)
 
 See the [TensorFlow install guide](https://www.tensorflow.org/install/pip) to
 set up your Python development environment and an (optional) virtual environment.
@@ -27,7 +27,7 @@ Upgrade `pip` and install TensorFlow
 <!-- common_typos_disable -->
 <pre class="devsite-click-to-copy">
   <code class="devsite-terminal">pip3 install --upgrade pip</code>
-  <code class="devsite-terminal">pip3 install tensorflow==2.3.1</code>
+  <code class="devsite-terminal">pip3 install tensorflow==2.4.1</code>
 </pre>
 <!-- common_typos_enable -->
 
diff --git a/docs/tutorials/barren_plateaus.ipynb b/docs/tutorials/barren_plateaus.ipynb
index a9eefa81e..e5f0d97d0 100644
--- a/docs/tutorials/barren_plateaus.ipynb
+++ b/docs/tutorials/barren_plateaus.ipynb
@@ -97,7 +97,7 @@
       },
       "outputs": [],
       "source": [
-        "!pip install tensorflow==2.3.1"
+        "!pip install -q tensorflow==2.4.1"
       ]
     },
     {
@@ -120,7 +120,7 @@
       },
       "outputs": [],
       "source": [
-        "!pip install tensorflow-quantum"
+        "!pip install -q tensorflow-quantum"
       ]
     },
     {
diff --git a/docs/tutorials/gradients.ipynb b/docs/tutorials/gradients.ipynb
index 71737875f..b594caffe 100644
--- a/docs/tutorials/gradients.ipynb
+++ b/docs/tutorials/gradients.ipynb
@@ -99,7 +99,7 @@
       },
       "outputs": [],
       "source": [
-        "!pip install tensorflow==2.3.1"
+        "!pip install -q tensorflow==2.4.1"
       ]
     },
     {
@@ -122,7 +122,7 @@
       },
       "outputs": [],
       "source": [
-        "!pip install tensorflow-quantum"
+        "!pip install -q tensorflow-quantum"
       ]
     },
     {
diff --git a/docs/tutorials/hello_many_worlds.ipynb b/docs/tutorials/hello_many_worlds.ipynb
index f337d8a87..2d49748ba 100644
--- a/docs/tutorials/hello_many_worlds.ipynb
+++ b/docs/tutorials/hello_many_worlds.ipynb
@@ -97,7 +97,7 @@
       },
       "outputs": [],
       "source": [
-        "!pip install tensorflow==2.3.1"
+        "!pip install -q tensorflow==2.4.1"
       ]
     },
     {
@@ -120,7 +120,7 @@
       },
       "outputs": [],
       "source": [
-        "!pip install tensorflow-quantum"
+        "!pip install -q tensorflow-quantum"
       ]
     },
     {
diff --git a/docs/tutorials/mnist.ipynb b/docs/tutorials/mnist.ipynb
index 8e5f0cb22..e9ce856d9 100644
--- a/docs/tutorials/mnist.ipynb
+++ b/docs/tutorials/mnist.ipynb
@@ -97,7 +97,7 @@
       },
       "outputs": [],
       "source": [
-        "!pip install tensorflow==2.3.1"
+        "!pip install -q tensorflow==2.4.1"
       ]
     },
     {
@@ -120,7 +120,7 @@
       },
       "outputs": [],
       "source": [
-        "!pip install tensorflow-quantum"
+        "!pip install -q tensorflow-quantum"
       ]
     },
     {
diff --git a/docs/tutorials/qcnn.ipynb b/docs/tutorials/qcnn.ipynb
index c3174b7de..2ca3fcdce 100644
--- a/docs/tutorials/qcnn.ipynb
+++ b/docs/tutorials/qcnn.ipynb
@@ -99,7 +99,7 @@
       },
       "outputs": [],
       "source": [
-        "!pip install tensorflow==2.3.1"
+        "!pip install -q tensorflow==2.4.1"
       ]
     },
     {
@@ -122,7 +122,7 @@
       },
       "outputs": [],
       "source": [
-        "!pip install tensorflow-quantum"
+        "!pip install -q tensorflow-quantum"
       ]
     },
     {
diff --git a/docs/tutorials/quantum_data.ipynb b/docs/tutorials/quantum_data.ipynb
index 80a67b8ab..cd7c8f070 100644
--- a/docs/tutorials/quantum_data.ipynb
+++ b/docs/tutorials/quantum_data.ipynb
@@ -111,7 +111,7 @@
     }
    ],
    "source": [
-    "!pip -q install tensorflow==2.3.1 tensorflow-quantum"
+    "!pip -q install tensorflow==2.4.1 tensorflow-quantum"
    ]
   },
   {
diff --git a/docs/tutorials/research_tools.ipynb b/docs/tutorials/research_tools.ipynb
index 5def29ab2..34a25f613 100644
--- a/docs/tutorials/research_tools.ipynb
+++ b/docs/tutorials/research_tools.ipynb
@@ -83,7 +83,7 @@
    },
    "outputs": [],
    "source": [
-    "!pip install -q tensorflow==2.3.1 tensorflow-quantum tensorboard_plugin_profile==2.3.0"
+    "!pip install -q tensorflow==2.4.1 tensorflow-quantum tensorboard_plugin_profile==2.4.0"
    ]
   },
   {