diff --git a/samples/modules/tensorflow/hello_world/CMakeLists.txt b/samples/modules/tensorflow/hello_world/CMakeLists.txt
new file mode 100644
index 00000000000..8ab6ec2695f
--- /dev/null
+++ b/samples/modules/tensorflow/hello_world/CMakeLists.txt
@@ -0,0 +1,20 @@
+cmake_minimum_required(VERSION 3.13.1)
+
+find_package(Zephyr REQUIRED HINTS $ENV{ZEPHYR_BASE})
+project(tensorflow_hello_world)
+
+# Required for TensorFlow to compile properly
+set(CMAKE_CXX_FLAGS  "${CMAKE_CXX_FLAGS} -fno-threadsafe-statics")
+
+target_sources(app PRIVATE
+  src/assert.cc
+  src/main.c
+  src/main_functions.cc
+  src/constants.c
+  src/output_handler.cc
+  src/model.cc
+  src/model.h
+  src/output_handler.h
+  src/constants.h
+  src/main_functions.h
+)
diff --git a/samples/modules/tensorflow/hello_world/README.rst b/samples/modules/tensorflow/hello_world/README.rst
new file mode 100644
index 00000000000..0174419f5e3
--- /dev/null
+++ b/samples/modules/tensorflow/hello_world/README.rst
@@ -0,0 +1,91 @@
+.. _tensorflow_hello_world:
+
+TensorFlow Hello World sample
+#############################
+
+Overview
+********
+
+This sample TensorFlow application replicates a sine wave and
+demonstrates the absolute basics of using TensorFlow Lite Micro.
+
+The model included with the sample is trained to replicate a
+sine function and generates x values to print alongside the
+y values predicted by the model. The x values iterate from 0 to
+an approximation of 2π.
+
+The sample also includes a full end-to-end workflow of training
+a model and converting it for use with TensorFlow Lite Micro for
+running inference on a microcontroller.
+
+.. Note::
+   This README and sample have been modified from
+   `the TensorFlow Hello World sample for Zephyr`_.
+
+.. _the TensorFlow Hello World sample for Zephyr:
+   https://github.com/tensorflow/tensorflow/tree/master/tensorflow/lite/micro/examples/hello_world
+
+Building and Running
+********************
+
+This sample should work on most boards since it does not rely
+on any sensors.
+
+This application can be built and executed on QEMU as follows:
+
+.. zephyr-app-commands::
+   :zephyr-app: samples/tensorflow/hello_world
+   :host-os: unix
+   :board: qemu_x86
+   :goals: run
+   :compact:
+
+Exit QEMU by pressing :kbd:`CTRL+A` :kbd:`x`.
+
+Sample Output
+=============
+
+.. code-block:: console
+
+    ...
+
+    x_value: 1.0995567*2^1, y_value: 1.6951603*2^-1
+
+    x_value: 1.2566366*2^1, y_value: 1.1527088*2^-1
+
+    x_value: 1.4137159*2^1, y_value: 1.1527088*2^-2
+
+    x_value: 1.5707957*2^1, y_value: -1.0849024*2^-6
+
+    x_value: 1.7278753*2^1, y_value: -1.0509993*2^-2
+
+    ...
+
+The modified sample prints 50 generated-x-and-predicted-y pairs.
+
+Modifying Sample for Your Own Project
+*************************************
+
+It is recommended that you copy and modify one of the two TensorFlow
+samples when creating your own TensorFlow project. To build with
+TensorFlow, you must enable the below Kconfig options in your :file:`prj.conf`
+and set a flag in your :file:`CMakeLists.txt`.
+
+:file:`prj.conf`:
+
+.. code-block:: console
+
+    CONFIG_CPLUSPLUS=y
+    CONFIG_NEWLIB_LIBC=y
+    CONFIG_TENSORFLOW_LITE_MICRO=y
+
+:file:`CMakeLists.txt`:
+
+.. code-block:: console
+
+    set(CMAKE_CXX_FLAGS  "${CMAKE_CXX_FLAGS} -fno-threadsafe-statics")
+
+Training
+********
+Follow the instructions in the :file:`train/` directory to train your
+own model for use in the sample.
diff --git a/samples/modules/tensorflow/hello_world/images/model_architecture.png b/samples/modules/tensorflow/hello_world/images/model_architecture.png
new file mode 100644
index 00000000000..792d18fab4b
Binary files /dev/null and b/samples/modules/tensorflow/hello_world/images/model_architecture.png differ
diff --git a/samples/modules/tensorflow/hello_world/prj.conf b/samples/modules/tensorflow/hello_world/prj.conf
new file mode 100644
index 00000000000..def96c1e0d0
--- /dev/null
+++ b/samples/modules/tensorflow/hello_world/prj.conf
@@ -0,0 +1,17 @@
+# Copyright 2019 The TensorFlow Authors. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# ==============================================================================s
+CONFIG_CPLUSPLUS=y
+CONFIG_NEWLIB_LIBC=y
+CONFIG_TENSORFLOW_LITE_MICRO=y
diff --git a/samples/modules/tensorflow/hello_world/sample.yaml b/samples/modules/tensorflow/hello_world/sample.yaml
new file mode 100644
index 00000000000..20e037e8ccf
--- /dev/null
+++ b/samples/modules/tensorflow/hello_world/sample.yaml
@@ -0,0 +1,16 @@
+sample:
+  description: Hello World TensorFlow sample
+  name: hello world tensorflow
+common:
+  tags: tensorflow
+  harness: console
+  harness_config:
+    type: multi_line
+    ordered: false
+    regex:
+      - "x_value:.*, y_value:.*"
+      - ""
+tests:
+  sample.tensorflow.helloworld:
+    platform_allow: qemu_x86 qemu_x86_64
+    tags: tensorflow
diff --git a/samples/modules/tensorflow/hello_world/src/assert.cc b/samples/modules/tensorflow/hello_world/src/assert.cc
new file mode 100644
index 00000000000..98a2a2a1774
--- /dev/null
+++ b/samples/modules/tensorflow/hello_world/src/assert.cc
@@ -0,0 +1,23 @@
+/*
+ * Copyright 2020 The TensorFlow Authors. All Rights Reserved.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+extern "C" {
+
+void __assert_func(const char *, int, const char *, const char *)
+{
+}
+
+}
diff --git a/samples/modules/tensorflow/hello_world/src/constants.c b/samples/modules/tensorflow/hello_world/src/constants.c
new file mode 100644
index 00000000000..a0fcbc149dc
--- /dev/null
+++ b/samples/modules/tensorflow/hello_world/src/constants.c
@@ -0,0 +1,20 @@
+/*
+ * Copyright 2020 The TensorFlow Authors. All Rights Reserved.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include "constants.h"
+
+/* This is a small number so that it's easy to read the logs */
+const int kInferencesPerCycle = 20;
diff --git a/samples/modules/tensorflow/hello_world/src/constants.h b/samples/modules/tensorflow/hello_world/src/constants.h
new file mode 100644
index 00000000000..e7e652c1721
--- /dev/null
+++ b/samples/modules/tensorflow/hello_world/src/constants.h
@@ -0,0 +1,35 @@
+/*
+ * Copyright 2020 The TensorFlow Authors. All Rights Reserved.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#ifndef TENSORFLOW_LITE_MICRO_EXAMPLES_HELLO_WORLD_CONSTANTS_H_
+#define TENSORFLOW_LITE_MICRO_EXAMPLES_HELLO_WORLD_CONSTANTS_H_
+
+/* This constant represents the range of x values our model was trained on,
+ * which is from 0 to (2 * Pi). We approximate Pi to avoid requiring additional
+ * libraries.
+ */
+const float kXrange = 2.f * 3.14159265359f;
+
+/* This constant determines the number of inferences to perform across the range
+ * of x values defined above. Since each inference takes time, the higher this
+ * number, the more time it will take to run through the entire range. The value
+ * of this constant can be tuned so that one full cycle takes a desired amount
+ * of time. Since different devices take different amounts of time to perform
+ * inference, this value should be defined per-device.
+ */
+extern const int kInferencesPerCycle;
+
+#endif /* TENSORFLOW_LITE_MICRO_EXAMPLES_HELLO_WORLD_CONSTANTS_H_ */
diff --git a/samples/modules/tensorflow/hello_world/src/main.c b/samples/modules/tensorflow/hello_world/src/main.c
new file mode 100644
index 00000000000..66263882f4b
--- /dev/null
+++ b/samples/modules/tensorflow/hello_world/src/main.c
@@ -0,0 +1,34 @@
+/*
+ * Copyright 2020 The TensorFlow Authors. All Rights Reserved.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include "main_functions.h"
+
+#define NUM_LOOPS 50
+
+/* This is the default main used on systems that have the standard C entry
+ * point. Other devices (for example FreeRTOS or ESP32) that have different
+ * requirements for entry code (like an app_main function) should specialize
+ * this main.cc file in a target-specific subfolder.
+ */
+int main(int argc, char *argv[])
+{
+	setup();
+	/* Note: Modified from original while(true) to accommodate CI */
+	for (int i = 0; i < NUM_LOOPS; i++) {
+		loop();
+	}
+	return 0;
+}
diff --git a/samples/modules/tensorflow/hello_world/src/main_functions.cc b/samples/modules/tensorflow/hello_world/src/main_functions.cc
new file mode 100644
index 00000000000..fbc5096c499
--- /dev/null
+++ b/samples/modules/tensorflow/hello_world/src/main_functions.cc
@@ -0,0 +1,135 @@
+/*
+ * Copyright 2020 The TensorFlow Authors. All Rights Reserved.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include "main_functions.h"
+
+#include <tensorflow/lite/micro/all_ops_resolver.h>
+#include "constants.h"
+#include "model.h"
+#include "output_handler.h"
+#include <tensorflow/lite/micro/micro_error_reporter.h>
+#include <tensorflow/lite/micro/micro_interpreter.h>
+#include <tensorflow/lite/schema/schema_generated.h>
+#include <tensorflow/lite/version.h>
+
+/* Globals, used for compatibility with Arduino-style sketches. */
+namespace {
+	tflite::ErrorReporter *error_reporter = nullptr;
+	const tflite::Model *model = nullptr;
+	tflite::MicroInterpreter *interpreter = nullptr;
+	TfLiteTensor *input = nullptr;
+	TfLiteTensor *output = nullptr;
+	int inference_count = 0;
+
+	/* Create an area of memory to use for input, output, and intermediate arrays.
+	* Minimum arena size, at the time of writing. After allocating tensors
+	* you can retrieve this value by invoking interpreter.arena_used_bytes().
+	*/
+	const int kModelArenaSize = 2468;
+
+	/* Extra headroom for model + alignment + future interpreter changes. */
+	const int kExtraArenaSize = 560 + 16 + 100;
+	const int kTensorArenaSize = kModelArenaSize + kExtraArenaSize;
+	uint8_t tensor_arena[kTensorArenaSize];
+}  /* namespace */
+
+/* The name of this function is important for Arduino compatibility. */
+void setup(void)
+{
+	/* Set up logging. Google style is to avoid globals or statics because of
+	 * lifetime uncertainty, but since this has a trivial destructor it's okay.
+	 * NOLINTNEXTLINE(runtime-global-variables)
+	 */
+	static tflite::MicroErrorReporter micro_error_reporter;
+
+	error_reporter = &micro_error_reporter;
+
+	/* Map the model into a usable data structure. This doesn't involve any
+	 * copying or parsing, it's a very lightweight operation.
+	 */
+	model = tflite::GetModel(g_model);
+	if (model->version() != TFLITE_SCHEMA_VERSION) {
+		TF_LITE_REPORT_ERROR(error_reporter,
+				     "Model provided is schema version %d not equal "
+				     "to supported version %d.",
+				     model->version(), TFLITE_SCHEMA_VERSION);
+		return;
+	}
+
+	/* This pulls in all the operation implementations we need.
+	 * NOLINTNEXTLINE(runtime-global-variables)
+	 */
+	static tflite::AllOpsResolver resolver;
+
+	/* Build an interpreter to run the model with. */
+	static tflite::MicroInterpreter static_interpreter(
+		model, resolver, tensor_arena, kTensorArenaSize, error_reporter);
+	interpreter = &static_interpreter;
+
+	/* Allocate memory from the tensor_arena for the model's tensors. */
+	TfLiteStatus allocate_status = interpreter->AllocateTensors();
+	if (allocate_status != kTfLiteOk) {
+		TF_LITE_REPORT_ERROR(error_reporter, "AllocateTensors() failed");
+		return;
+	}
+
+	/* Obtain pointers to the model's input and output tensors. */
+	input = interpreter->input(0);
+	output = interpreter->output(0);
+
+	/* Keep track of how many inferences we have performed. */
+	inference_count = 0;
+}
+
+/* The name of this function is important for Arduino compatibility. */
+void loop(void)
+{
+	/* Calculate an x value to feed into the model. We compare the current
+	 * inference_count to the number of inferences per cycle to determine
+	 * our position within the range of possible x values the model was
+	 * trained on, and use this to calculate a value.
+	 */
+	float position = static_cast < float > (inference_count) /
+			 static_cast < float > (kInferencesPerCycle);
+	float x_val = position * kXrange;
+
+	/* Place our calculated x value in the model's input tensor */
+	input->data.f[0] = x_val;
+
+	/* Run inference, and report any error */
+	TfLiteStatus invoke_status = interpreter->Invoke();
+	if (invoke_status != kTfLiteOk) {
+		TF_LITE_REPORT_ERROR(error_reporter, "Invoke failed on x_val: %f\n",
+				     static_cast < double > (x_val));
+		return;
+	}
+
+	/* Read the predicted y value from the model's output tensor */
+	float y_val = output->data.f[0];
+
+	/* Output the results. A custom HandleOutput function can be implemented
+	 * for each supported hardware target.
+	 */
+	HandleOutput(error_reporter, x_val, y_val);
+
+	/* Increment the inference_counter, and reset it if we have reached
+	 * the total number per cycle
+	 */
+	inference_count += 1;
+	if (inference_count >= kInferencesPerCycle) {
+		inference_count = 0;
+	}
+}
diff --git a/samples/modules/tensorflow/hello_world/src/main_functions.h b/samples/modules/tensorflow/hello_world/src/main_functions.h
new file mode 100644
index 00000000000..058385c4d45
--- /dev/null
+++ b/samples/modules/tensorflow/hello_world/src/main_functions.h
@@ -0,0 +1,40 @@
+/*
+ * Copyright 2020 The TensorFlow Authors. All Rights Reserved.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#ifndef TENSORFLOW_LITE_MICRO_EXAMPLES_HELLO_WORLD_MAIN_FUNCTIONS_H_
+#define TENSORFLOW_LITE_MICRO_EXAMPLES_HELLO_WORLD_MAIN_FUNCTIONS_H_
+
+/* Expose a C friendly interface for main functions. */
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+/* Initializes all data needed for the example. The name is important, and needs
+ * to be setup() for Arduino compatibility.
+ */
+void setup(void);
+
+/* Runs one iteration of data gathering and inference. This should be called
+ * repeatedly from the application code. The name needs to be loop() for Arduino
+ * compatibility.
+ */
+void loop(void);
+
+#ifdef __cplusplus
+}
+#endif
+
+#endif /* TENSORFLOW_LITE_MICRO_EXAMPLES_HELLO_WORLD_MAIN_FUNCTIONS_H_ */
diff --git a/samples/modules/tensorflow/hello_world/src/model.cc b/samples/modules/tensorflow/hello_world/src/model.cc
new file mode 100644
index 00000000000..1efb73152e2
--- /dev/null
+++ b/samples/modules/tensorflow/hello_world/src/model.cc
@@ -0,0 +1,242 @@
+/*
+ * Copyright 2020 The TensorFlow Authors. All Rights Reserved.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+/* Automatically created from a TensorFlow Lite flatbuffer using the command:
+ * xxd -i model.tflite > model.cc
+ *
+ * This is a standard TensorFlow Lite model file that has been converted into a
+ * C data array, so it can be easily compiled into a binary for devices that
+ * don't have a file system.
+ *
+ * See train/README.md for a full description of the creation process.
+ */
+
+#include "model.h"
+
+/* Keep model aligned to 8 bytes to guarantee aligned 64-bit accesses. */
+alignas(8) const unsigned char g_model[] = {
+	0x1c, 0x00, 0x00, 0x00, 0x54, 0x46, 0x4c, 0x33, 0x00, 0x00, 0x12, 0x00,
+	0x1c, 0x00, 0x04, 0x00, 0x08, 0x00, 0x0c, 0x00, 0x10, 0x00, 0x14, 0x00,
+	0x00, 0x00, 0x18, 0x00, 0x12, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00,
+	0x60, 0x09, 0x00, 0x00, 0xa8, 0x02, 0x00, 0x00, 0x90, 0x02, 0x00, 0x00,
+	0x3c, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
+	0x0c, 0x00, 0x00, 0x00, 0x08, 0x00, 0x0c, 0x00, 0x04, 0x00, 0x08, 0x00,
+	0x08, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0x0b, 0x00, 0x00, 0x00,
+	0x13, 0x00, 0x00, 0x00, 0x6d, 0x69, 0x6e, 0x5f, 0x72, 0x75, 0x6e, 0x74,
+	0x69, 0x6d, 0x65, 0x5f, 0x76, 0x65, 0x72, 0x73, 0x69, 0x6f, 0x6e, 0x00,
+	0x0c, 0x00, 0x00, 0x00, 0x48, 0x02, 0x00, 0x00, 0x34, 0x02, 0x00, 0x00,
+	0x0c, 0x02, 0x00, 0x00, 0xfc, 0x00, 0x00, 0x00, 0xac, 0x00, 0x00, 0x00,
+	0x8c, 0x00, 0x00, 0x00, 0x3c, 0x00, 0x00, 0x00, 0x34, 0x00, 0x00, 0x00,
+	0x2c, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00,
+	0x04, 0x00, 0x00, 0x00, 0xfe, 0xfd, 0xff, 0xff, 0x04, 0x00, 0x00, 0x00,
+	0x05, 0x00, 0x00, 0x00, 0x31, 0x2e, 0x35, 0x2e, 0x30, 0x00, 0x00, 0x00,
+	0x7c, 0xfd, 0xff, 0xff, 0x80, 0xfd, 0xff, 0xff, 0x84, 0xfd, 0xff, 0xff,
+	0x88, 0xfd, 0xff, 0xff, 0x22, 0xfe, 0xff, 0xff, 0x04, 0x00, 0x00, 0x00,
+	0x40, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xfc, 0x04, 0x00, 0x00,
+	0x9f, 0x0a, 0x00, 0x00, 0x65, 0x06, 0x00, 0x00, 0x3d, 0xf8, 0xff, 0xff,
+	0x00, 0x00, 0x00, 0x00, 0xeb, 0x0a, 0x00, 0x00, 0x2f, 0xf8, 0xff, 0xff,
+	0xe8, 0x04, 0x00, 0x00, 0x21, 0x0a, 0x00, 0x00, 0x46, 0xfe, 0xff, 0xff,
+	0xc8, 0x04, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xa3, 0xf7, 0xff, 0xff,
+	0x28, 0xf9, 0xff, 0xff, 0x9a, 0x05, 0x00, 0x00, 0x6e, 0xfe, 0xff, 0xff,
+	0x04, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x73, 0x1c, 0x11, 0xe1,
+	0x0c, 0x81, 0xa5, 0x43, 0xfe, 0xd5, 0xd5, 0xb2, 0x60, 0x77, 0x19, 0xdf,
+	0x8a, 0xfe, 0xff, 0xff, 0x04, 0x00, 0x00, 0x00, 0x40, 0x00, 0x00, 0x00,
+	0x01, 0x00, 0x00, 0x00, 0x51, 0x0b, 0x00, 0x00, 0x47, 0xf6, 0xff, 0xff,
+	0x00, 0x00, 0x00, 0x00, 0x1c, 0x0c, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
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+	0x60, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0x40, 0x00, 0x00, 0x00,
+	0x04, 0x00, 0x00, 0x00, 0x7c, 0xff, 0xff, 0xff, 0x2c, 0x00, 0x00, 0x00,
+	0x20, 0x00, 0x00, 0x00, 0x14, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00,
+	0x01, 0x00, 0x00, 0x00, 0x80, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff,
+	0x01, 0x00, 0x00, 0x00, 0x5d, 0x4f, 0xc9, 0x3c, 0x01, 0x00, 0x00, 0x00,
+	0x0e, 0x86, 0xc8, 0x40, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+	0x12, 0x00, 0x00, 0x00, 0x64, 0x65, 0x6e, 0x73, 0x65, 0x5f, 0x32, 0x5f,
+	0x69, 0x6e, 0x70, 0x75, 0x74, 0x5f, 0x69, 0x6e, 0x74, 0x38, 0x00, 0x00,
+	0x02, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
+	0x00, 0x00, 0x0e, 0x00, 0x18, 0x00, 0x08, 0x00, 0x07, 0x00, 0x0c, 0x00,
+	0x10, 0x00, 0x14, 0x00, 0x0e, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x09,
+	0x6c, 0x00, 0x00, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x50, 0x00, 0x00, 0x00,
+	0x10, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x14, 0x00, 0x04, 0x00, 0x08, 0x00,
+	0x0c, 0x00, 0x10, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x30, 0x00, 0x00, 0x00,
+	0x24, 0x00, 0x00, 0x00, 0x18, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00,
+	0x01, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
+	0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x1a, 0xde, 0x0a, 0x3c,
+	0x01, 0x00, 0x00, 0x00, 0x66, 0x64, 0x87, 0x3f, 0x01, 0x00, 0x00, 0x00,
+	0x13, 0x42, 0x8d, 0xbf, 0x0d, 0x00, 0x00, 0x00, 0x49, 0x64, 0x65, 0x6e,
+	0x74, 0x69, 0x74, 0x79, 0x5f, 0x69, 0x6e, 0x74, 0x38, 0x00, 0x00, 0x00,
+	0x02, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
+	0x03, 0x00, 0x00, 0x00, 0x3c, 0x00, 0x00, 0x00, 0x28, 0x00, 0x00, 0x00,
+	0x10, 0x00, 0x00, 0x00, 0x00, 0x00, 0x0a, 0x00, 0x0e, 0x00, 0x07, 0x00,
+	0x00, 0x00, 0x08, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x06,
+	0x02, 0x00, 0x00, 0x00, 0x00, 0x00, 0x06, 0x00, 0x06, 0x00, 0x05, 0x00,
+	0x06, 0x00, 0x00, 0x00, 0x00, 0x72, 0x0a, 0x00, 0x0c, 0x00, 0x07, 0x00,
+	0x00, 0x00, 0x08, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x09,
+	0x04, 0x00, 0x00, 0x00
+};
+const int g_model_len = 2512;
diff --git a/samples/modules/tensorflow/hello_world/src/model.h b/samples/modules/tensorflow/hello_world/src/model.h
new file mode 100644
index 00000000000..384ff67868f
--- /dev/null
+++ b/samples/modules/tensorflow/hello_world/src/model.h
@@ -0,0 +1,33 @@
+/*
+ * Copyright 2020 The TensorFlow Authors. All Rights Reserved.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+/* Automatically created from a TensorFlow Lite flatbuffer using the command:
+ * xxd -i model.tflite > model.cc
+ *
+ * This is a standard TensorFlow Lite model file that has been converted into a
+ * C data array, so it can be easily compiled into a binary for devices that
+ * don't have a file system.
+ *
+ * See train/README.md for a full description of the creation process.
+ */
+
+#ifndef TENSORFLOW_LITE_MICRO_EXAMPLES_HELLO_WORLD_MODEL_H_
+#define TENSORFLOW_LITE_MICRO_EXAMPLES_HELLO_WORLD_MODEL_H_
+
+extern const unsigned char g_model[];
+extern const int g_model_len;
+
+#endif /* TENSORFLOW_LITE_MICRO_EXAMPLES_HELLO_WORLD_MODEL_H_ */
diff --git a/samples/modules/tensorflow/hello_world/src/output_handler.cc b/samples/modules/tensorflow/hello_world/src/output_handler.cc
new file mode 100644
index 00000000000..31778c3da7c
--- /dev/null
+++ b/samples/modules/tensorflow/hello_world/src/output_handler.cc
@@ -0,0 +1,26 @@
+/*
+ * Copyright 2020 The TensorFlow Authors. All Rights Reserved.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include "output_handler.h"
+
+void HandleOutput(tflite::ErrorReporter *error_reporter, float x_value,
+		  float y_value)
+{
+	/* Log the current X and Y values */
+	TF_LITE_REPORT_ERROR(error_reporter, "x_value: %f, y_value: %f\n",
+			     static_cast < double > (x_value),
+			     static_cast < double > (y_value));
+}
diff --git a/samples/modules/tensorflow/hello_world/src/output_handler.h b/samples/modules/tensorflow/hello_world/src/output_handler.h
new file mode 100644
index 00000000000..dbf51ebe8fb
--- /dev/null
+++ b/samples/modules/tensorflow/hello_world/src/output_handler.h
@@ -0,0 +1,27 @@
+/*
+ * Copyright 2020 The TensorFlow Authors. All Rights Reserved.
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#ifndef TENSORFLOW_LITE_MICRO_EXAMPLES_HELLO_WORLD_OUTPUT_HANDLER_H_
+#define TENSORFLOW_LITE_MICRO_EXAMPLES_HELLO_WORLD_OUTPUT_HANDLER_H_
+
+#include <tensorflow/lite/c/common.h>
+#include <tensorflow/lite/micro/micro_error_reporter.h>
+
+/* Called by the main loop to produce some output based on the x and y values */
+void HandleOutput(tflite::ErrorReporter *error_reporter, float x_value,
+		  float y_value);
+
+#endif  /* TENSORFLOW_LITE_MICRO_EXAMPLES_HELLO_WORLD_OUTPUT_HANDLER_H_ */
diff --git a/samples/modules/tensorflow/tensorflow.rst b/samples/modules/tensorflow/tensorflow.rst
new file mode 100644
index 00000000000..7cb1b72a0d4
--- /dev/null
+++ b/samples/modules/tensorflow/tensorflow.rst
@@ -0,0 +1,10 @@
+.. _tensorflow-samples:
+
+TensorFlow Samples
+##################
+
+.. toctree::
+   :maxdepth: 1
+   :glob:
+
+   **/*