diff --git a/HOWTO.md b/HOWTO.md
index d4964e2..5d05767 100644
--- a/HOWTO.md
+++ b/HOWTO.md
@@ -2,19 +2,19 @@
-The template provides a minimal approach for getting started with an AI/ML project, and has hardly any dependencies required. However, the [`notebooks/BOILERPLATE.ipynb`](notebooks/BOILERPLATE.ipynb) provides popular import and its configurations (like `pandas`, `numpy`, `scikit-learn` and `tensorflow`). A high level directory overview is as follows:
+The template provides a minimal approach for getting started with an AI/ML project, and has hardly any dependencies required. However, the [`examples/BOILERPLATE.ipynb`](examples/BOILERPLATE.ipynb) provides popular import and its configurations (like `pandas`, `numpy`, `scikit-learn` and `tensorflow`). A high level directory overview is as follows:
```
-├───config : store all configuration files
+├───config : store all configuration files/functions
│
├───data : responsible for all data handling, or contains raw data
│ └───processed : contains processed data (like combined/normalized dataframes, tables, etc.)
│
├───logs : repository to contain log files, can also be saved in `/path/to/directory`
│
-├───notebooks : contains boilerplate notebook for EDA and quick data understanding/explanations
+├───examples : contains boilerplate notebook for EDA and quick data understanding/explanations
│
-├───output : directory responsible for all output files
+├───output : directory responsible for all output files, useful for code development
│ ├───images : save output images
│ └───savedmodels : save trained model files
│
@@ -25,10 +25,10 @@ The template provides a minimal approach for getting started with an AI/ML proje
│
├───static : other important/useful resources required in the project
│ ├───fonts : store additional fonts, maybe used in documentations
-│ ├───images : store explanatory images
-│ └───logo : setup a project logo
+│ ├───images : store explanatory images, maybe used in documentations and/or ipynb/markdowns
+│ └───logo : setup a project logo, purely useful for front layer applications can be safely ignored
│
-└───utilities : utilities directory containing functions and/or submodules
+└───utilities : utilities directory containing functions and/or submodules, check readme for more information
```
diff --git a/notebooks/BOILERPLATE.ipynb b/examples/BOILERPLATE.ipynb
similarity index 100%
rename from notebooks/BOILERPLATE.ipynb
rename to examples/BOILERPLATE.ipynb
diff --git a/notebooks/Time Series - BOILERPLATE.ipynb b/examples/Time Series - BOILERPLATE.ipynb
similarity index 100%
rename from notebooks/Time Series - BOILERPLATE.ipynb
rename to examples/Time Series - BOILERPLATE.ipynb
diff --git a/src/README.md b/src/README.md
index ebc7a57..454469c 100644
--- a/src/README.md
+++ b/src/README.md
@@ -4,4 +4,4 @@
A "_heart_" of any project is the `src` which contains the "source" files for the project. As a *production level* code template, the directory provides three important directories as follows (I) `agents` : typically contains agent definations for a RNN application; (II) `engine` : provides a suit of machine learning analytic functions to perform model training and analytics on your dataset without giving up end-to-end performance; and (III) `models` : typically contains model definations.
-
\ No newline at end of file
+
diff --git a/utilities/.gitkeep b/utilities/.gitkeep
deleted file mode 100644
index e69de29..0000000
diff --git a/utilities/README.md b/utilities/README.md
new file mode 100644
index 0000000..dc1eeb4
--- /dev/null
+++ b/utilities/README.md
@@ -0,0 +1,10 @@
+Utilities Module
+
+---
+
+
+
+Utility module containing useful additional libraries that either [I](https://zenithclown.github.io/) have created or sourced from different open-source
+repositories. The actual submodules can either be added using [`git submodule`](https://git-scm.com/docs/git-submodule) or can be added to `PYTHONPATH`.
+
+