diff --git a/.gitignore b/.gitignore
index c4531785..77a60eb9 100644
--- a/.gitignore
+++ b/.gitignore
@@ -3,3 +3,5 @@
 .vscode/
 *audio_frontend*
 *google*
+*__pycache__*
+venv
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 5001196e..a18ce1b0 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -292,8 +292,7 @@ Below are some tips that might be useful and improve the development experience.
 
 ## Python notes
 
-*   [TensorFlow guide](https://www.tensorflow.org/community/contribute/code_style#python_style)
-    for Python development
+*   [TFLM Python guide](docs/python.md)
 
 # Continuous Integration System
   * Some [additional documentation](docs/continuous_integration.md) on the TFLM CI.
diff --git a/README.md b/README.md
index 0b3c820a..ba5d9b7f 100644
--- a/README.md
+++ b/README.md
@@ -93,6 +93,7 @@ The following resources may also be useful:
  * [Optimized Kernel Implementations](tensorflow/lite/micro/docs/optimized_kernel_implementations.md)
  * [New Platform Support](tensorflow/lite/micro/docs/new_platform_support.md)
  * [Software Emulation with Renode](tensorflow/lite/micro/docs/renode.md)
+ * [Python Dev Guide](docs/python.md)
 
 # RFCs
 
diff --git a/WORKSPACE b/WORKSPACE
index 5a7b695a..c78bb94b 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -13,7 +13,7 @@
 # limitations under the License.
 # ==============================================================================
 
-workspace(name = "tflm_bazel")
+workspace(name = "tflite_micro")
 
 load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive")
 
@@ -29,7 +29,7 @@ load("@rules_python//python:pip.bzl", "pip_install")
 # third-party packages specified in the requirements.txt file.
 pip_install(
    name = "tflm_pip_deps",
-   requirements = "//third_party:bazel_requirements.txt",
+   requirements = "//third_party:requirements.txt",
 )
 
 load("@//tensorflow:workspace.bzl", "workspace")
diff --git a/ci/sync_from_upstream_tf.sh b/ci/sync_from_upstream_tf.sh
index 3159a059..902c8ca3 100755
--- a/ci/sync_from_upstream_tf.sh
+++ b/ci/sync_from_upstream_tf.sh
@@ -50,7 +50,7 @@ done
 # repositories (TF and tflite-micro) which needs the import statements to be
 # modified.
 PY_FILES=$(find tensorflow/lite/tools tensorflow/lite/python -name "*.py")
-sed -i 's/from tensorflow\.lite/from tflm_bazel\.tensorflow\.lite/' ${PY_FILES}
+sed -i 's/from tensorflow\.lite/from tflite_micro\.tensorflow\.lite/' ${PY_FILES}
 
 # Since the TFLM code was deleted from the tensorflow repository, the
 # microfrontend is no longer sync'd from upstream and instead maintaned as a
diff --git a/docs/python.md b/docs/python.md
new file mode 100644
index 00000000..559141a5
--- /dev/null
+++ b/docs/python.md
@@ -0,0 +1,60 @@
+<!--ts-->
+   * [Using Bazel](#using-bazel)
+   * [Manual Setup Illustration](#manual-setup-illustration)
+
+<!-- Added by: advaitjain, at: Fri Oct 29 11:57:14 AM PDT 2021 -->
+
+<!--te-->
+
+Writing and using Python scripts from the TFLM repository is currently in the
+prototyping stage. As such, the instructions below are somewhat sparse and
+subject to change.
+
+
+* [TensorFlow Python style guide](https://www.tensorflow.org/community/contribute/code_style#python_style)
+
+
+# Using Bazel
+
+We use Bazel as our default build system for Python and the continuous
+integration infrastrucutre only runs the Python unit tests via Bazel.
+
+When using Bazel + Python, all the environment setup is handled as part of the
+build.
+
+Some example commands:
+```sh
+bazel test tensorflow/lite/tools:flatbuffer_utils_test
+bazel build tensorflow/lite/tools:visualize
+
+bazel-bin/tensorflow/lite/tools/visualize tensorflow/lite/micro/models/person_detect.tflite tensorflow/lite/micro/models/person_detect.tflite.html
+```
+
+# Manual Setup Illustration
+
+For advanced users that would like to use the Python code in the TFLM repository
+independent of bazel, here is one approach.
+
+Please note that this setup is unsupported and will need users to debug various
+issues on their own. It is described here for illustrative purposes only.
+
+```sh
+# The cloned tflite-micro folder needs to be renamed to tflite_micro
+mv tflite-micro tflite_micro
+python -m venv tflite_micro/venv
+echo "export PYTHONPATH=\${PYTHONPATH}:${PWD}" >> tflite_micro/venv/bin/activate
+cd tflite_micro
+source venv/bin/activate
+pip install --upgrade pip
+pip install -r third_party/requirements.txt
+
+# (Optional)
+pip install ipython
+```
+
+Run some tests and binaries:
+```sh
+python tensorflow/lite/tools/flatbuffer_utils_test.py
+python tensorflow/lite/tools/visualize.py tensorflow/lite/micro/models/person_detect.tflite tensorflow/lite/micro/models/person_detect.tflite.html
+```
+
diff --git a/tensorflow/lite/micro/examples/person_detection/utils/raw_to_bitmap_test.py b/tensorflow/lite/micro/examples/person_detection/utils/raw_to_bitmap_test.py
index e46d045d..659f629d 100644
--- a/tensorflow/lite/micro/examples/person_detection/utils/raw_to_bitmap_test.py
+++ b/tensorflow/lite/micro/examples/person_detection/utils/raw_to_bitmap_test.py
@@ -22,8 +22,8 @@ import io
 
 import numpy as np
 
-from tflm_bazel.tensorflow.lite.micro.examples.person_detection.utils.raw_to_bitmap import parse_file
-from tflm_bazel.tensorflow.lite.micro.examples.person_detection.utils.raw_to_bitmap import reshape_bitmaps
+from tflite_micro.tensorflow.lite.micro.examples.person_detection.utils.raw_to_bitmap import parse_file
+from tflite_micro.tensorflow.lite.micro.examples.person_detection.utils.raw_to_bitmap import reshape_bitmaps
 from tensorflow.python.platform import googletest
 
 _RGB_RAW = u"""
diff --git a/tensorflow/lite/tools/flatbuffer_utils.py b/tensorflow/lite/tools/flatbuffer_utils.py
index fe4dfe1b..af40c869 100644
--- a/tensorflow/lite/tools/flatbuffer_utils.py
+++ b/tensorflow/lite/tools/flatbuffer_utils.py
@@ -26,7 +26,7 @@ import random
 import re
 
 import flatbuffers
-from tflm_bazel.tensorflow.lite.python import schema_py_generated as schema_fb
+from tflite_micro.tensorflow.lite.python import schema_py_generated as schema_fb
 from tensorflow.python.platform import gfile
 
 _TFLITE_FILE_IDENTIFIER = b'TFL3'
diff --git a/tensorflow/lite/tools/flatbuffer_utils_test.py b/tensorflow/lite/tools/flatbuffer_utils_test.py
index db4bdbb4..3d0cf91f 100644
--- a/tensorflow/lite/tools/flatbuffer_utils_test.py
+++ b/tensorflow/lite/tools/flatbuffer_utils_test.py
@@ -17,8 +17,8 @@ import copy
 import os
 import subprocess
 
-from tflm_bazel.tensorflow.lite.tools import flatbuffer_utils
-from tflm_bazel.tensorflow.lite.tools import test_utils
+from tflite_micro.tensorflow.lite.tools import flatbuffer_utils
+from tflite_micro.tensorflow.lite.tools import test_utils
 from tensorflow.python.framework import test_util
 from tensorflow.python.platform import test
 
diff --git a/tensorflow/lite/tools/randomize_weights.py b/tensorflow/lite/tools/randomize_weights.py
index 17f4d218..a712295c 100644
--- a/tensorflow/lite/tools/randomize_weights.py
+++ b/tensorflow/lite/tools/randomize_weights.py
@@ -17,7 +17,7 @@ r"""Randomize all weights in a tflite file."""
 from absl import app
 from absl import flags
 
-from tflm_bazel.tensorflow.lite.tools import flatbuffer_utils
+from tflite_micro.tensorflow.lite.tools import flatbuffer_utils
 
 FLAGS = flags.FLAGS
 
diff --git a/tensorflow/lite/tools/strip_strings.py b/tensorflow/lite/tools/strip_strings.py
index ccbf989d..ff769db8 100644
--- a/tensorflow/lite/tools/strip_strings.py
+++ b/tensorflow/lite/tools/strip_strings.py
@@ -17,7 +17,7 @@ r"""Strips all nonessential strings from a TFLite file."""
 from absl import app
 from absl import flags
 
-from tflm_bazel.tensorflow.lite.tools import flatbuffer_utils
+from tflite_micro.tensorflow.lite.tools import flatbuffer_utils
 
 FLAGS = flags.FLAGS
 
diff --git a/tensorflow/lite/tools/test_utils.py b/tensorflow/lite/tools/test_utils.py
index ce98e2e3..47cb3f8a 100644
--- a/tensorflow/lite/tools/test_utils.py
+++ b/tensorflow/lite/tools/test_utils.py
@@ -18,7 +18,7 @@ All functions that can be commonly used by various tests.
 """
 
 import flatbuffers
-from tflm_bazel.tensorflow.lite.python import schema_py_generated as schema_fb
+from tflite_micro.tensorflow.lite.python import schema_py_generated as schema_fb
 
 TFLITE_SCHEMA_VERSION = 3
 
diff --git a/tensorflow/lite/tools/visualize.py b/tensorflow/lite/tools/visualize.py
index 31c8f790..206b16d7 100644
--- a/tensorflow/lite/tools/visualize.py
+++ b/tensorflow/lite/tools/visualize.py
@@ -30,7 +30,7 @@ import numpy as np
 if not os.path.splitext(__file__)[0].endswith(
     os.path.join("tflite_runtime", "visualize")):
   # This file is part of tensorflow package.
-  from tflm_bazel.tensorflow.lite.python import schema_py_generated as schema_fb
+  from tflite_micro.tensorflow.lite.python import schema_py_generated as schema_fb
 else:
   # This file is part of tflite_runtime package.
   from tflite_runtime import schema_py_generated as schema_fb
diff --git a/tensorflow/lite/tools/visualize_test.py b/tensorflow/lite/tools/visualize_test.py
index 3af4e191..468008f9 100644
--- a/tensorflow/lite/tools/visualize_test.py
+++ b/tensorflow/lite/tools/visualize_test.py
@@ -16,8 +16,8 @@
 import os
 import re
 
-from tflm_bazel.tensorflow.lite.tools import test_utils
-from tflm_bazel.tensorflow.lite.tools import visualize
+from tflite_micro.tensorflow.lite.tools import test_utils
+from tflite_micro.tensorflow.lite.tools import visualize
 from tensorflow.python.framework import test_util
 from tensorflow.python.platform import test
 
diff --git a/third_party/bazel_requirements.txt b/third_party/requirements.txt
similarity index 100%
rename from third_party/bazel_requirements.txt
rename to third_party/requirements.txt