From 7cb9885a64952270274bfeaaa6af60c9fb89fe71 Mon Sep 17 00:00:00 2001
From: julia-groundlight <julia@groundlight.ai>
Date: Tue, 24 Jun 2025 13:22:45 -0700
Subject: [PATCH 1/2] Update sample-applications.md

Added images. I would have preferred to make it so that there could be up to 3 images in a row, but the table looked so ugly. So made it so it's a long list of images instead.
---
 .../sample-applications.md                    | 111 +++++++++++++++---
 1 file changed, 96 insertions(+), 15 deletions(-)

diff --git a/docs/docs/sample-applications/sample-applications.md b/docs/docs/sample-applications/sample-applications.md
index 9243d095..d05f3d7d 100644
--- a/docs/docs/sample-applications/sample-applications.md
+++ b/docs/docs/sample-applications/sample-applications.md
@@ -1,35 +1,116 @@
 # Sample Computer Vision Projects & Applications
 
-Explore these example computer vision projects and real-world applications built with Groundlight’s computer vision tools. Ideal for developers, researchers, and AI enthusiasts.
+Explore these example computer vision projects and real-world applications built with Groundlight's computer vision tools. Ideal for developers, researchers, and AI enthusiasts.
+
+_If you're interested in building something else or have questions, reach out to Groundlight's application engineers at support@Groundlight.ai._
+
+<br>
+
+### Quick Navigation
+- [Security & Facility Management Computer Vision Projects](#security--facility-management-computer-vision-projects--applications)
+- [Retail Analytics Computer Vision Projects](#retail-analytics-computer-vision-projects--applications)
+- [Industrial and Manufacturing Computer Vision Projects](#industrial-and-manufacturing-computer-vision-projects--applications)
+- [Fun Hobbyist Computer Vision Projects for AI Tinkerers](#fun-hobbyist-computer-vision-projects-for-ai-tinkerers)
+
+<br><br>
 
-_If you’re interested in building something else or have questions, reach out to Groundlight’s application engineers at support@Groundlight.ai._
 
 ## Security & Facility Management Computer Vision Projects & Applications
-- **Detect leak and spills**: [View Github Repo →](https://github.com/groundlight/leak-detection-sample)
-- **Monitor your parking spots**: [View Github Repo →](https://github.com/groundlight/video_tutorials/tree/main/parking_spot_detector)
+
+
+### Detect leaks and spills
+[![Detect Leaks and Spills](https://cdn.prod.website-files.com/664b7cc2ac49aeb2da6ef0f4/68546a802d01436a8578659e_Detect_leaks_and_spills_computer_vision_project.jpg)](https://github.com/groundlight/leak-detection-sample)  
+[**View Github Repo →**](https://github.com/groundlight/leak-detection-sample)
+
+<br>
+
+### Monitor your parking spots
+[![Detect Parking Spot](https://cdn.prod.website-files.com/664b7cc2ac49aeb2da6ef0f4/68546a81a71e74975ede51c4_detect_parking_spot_computer_vision_project.jpg)](https://github.com/groundlight/video_tutorials/tree/main/parking_spot_detector)  
+[**View Github Repo →**](https://github.com/groundlight/video_tutorials/tree/main/parking_spot_detector)
+
+<br><br>
 
 ## Retail Analytics Computer Vision Projects & Applications
-- **Count people & employees walking in and out of a door**: [View Github Repo →](https://github.com/groundlight/employee-counting)
-- **Inventory monitoring and management**: [View Github Repo →](https://github.com/groundlight/inventory-management)
-- **Monitor utilization of the customer service counter**: [View the retail analytics implementation →](https://code.groundlight.ai/python-sdk/docs/sample-applications/retail-analytics)
 
-## Industrial and Manufacturing Computer Vision Projects & Applications
+### Count employees walking in & out of a door
+[![Count Employees](https://cdn.prod.website-files.com/664b7cc2ac49aeb2da6ef0f4/68546a810bed942316761941_count_employees_computer_vision.jpg)](https://github.com/groundlight/employee-counting)  
+[**View Github Repo →**](https://github.com/groundlight/employee-counting)
 
-Groundlight's natural language-based computer vision technology transforms industrial processes in several key areas:
+<br>
+
+### Inventory monitoring & management
+[![Inventory Monitoring](https://cdn.prod.website-files.com/664b7cc2ac49aeb2da6ef0f4/68546a815320a6510916d6d2_inventory_monitoring_computer_vision.jpg)](https://github.com/groundlight/inventory-management)  
+[**View Github Repo →**](https://github.com/groundlight/inventory-management)
+
+<br>
+
+### Monitor utilization of the customer service counter
+[![Retail Analytics](https://cdn.prod.website-files.com/664b7cc2ac49aeb2da6ef0f4/68546a8189e0f3dadb533b74_retail_analytics_computer_vision.jpg)](https://code.groundlight.ai/python-sdk/docs/sample-applications/retail-analytics)  
+[**View Github Repo →**](https://code.groundlight.ai/python-sdk/docs/sample-applications/retail-analytics)
+
+<br><br>
 
+## Industrial and Manufacturing Computer Vision Projects & Applications 
+
+<br>
+
+Groundlight's natural language-based computer vision technology transforms industrial processes in several key areas:
 - **Machine Tending**: Automate loading/unloading of CNC machines and manufacturing equipment
 - **Process Automation**: Optimize workflows and reduce manual intervention through intelligent vision systems
 - **Quality Control**: Identify defects and maintain strict quality standards
 - **Cobot Integration**: Enhance capabilities of collaborative robots and CNC machines
 
+Here are a couple of projects to get you started:
+
+<br>
+
+### Counting objects on a moving conveyor belt
+[![Conveyor Counting](https://cdn.prod.website-files.com/664b7cc2ac49aeb2da6ef0f4/68546a803fc698d37f1d0269_part_counting_conveyor_belt_computer_vision_project.jpg)](https://github.com/groundlight/conveyor-counting)  
+[**View Github Repo →**](https://github.com/groundlight/conveyor-counting)
+
+<br>
+
+### Determine the orientation of boxes
+[![Box Orientation](https://cdn.prod.website-files.com/664b7cc2ac49aeb2da6ef0f4/68546a801229c4ed192bc8d4_box_orientation_computer_vision_project.jpg)](https://github.com/groundlight/box_orientation_demo)  
+[**View Github Repo →**](https://github.com/groundlight/box_orientation_demo)
+
 [Check out this blog post](https://www.groundlight.ai/blog/computer-vision-in-manufacturing) to learn more about how Groundlight can be used for a variety of industrial applications.
 
-## Fun Hobbyist Computer Vision Projects for AI Tinkerers
+<br><br>
 
+## Fun Hobbyist Computer Vision Projects for AI Tinkerers
 Looking for an easy way to tinker with computer vision AI at home? From observing nature to playing Halloween pranks, here are some fun ways to try out Groundlight’s computer vision capabilities and tools:
+<br><br>
+
+### Detect animals in your garden
+[![Detect Animals](https://cdn.prod.website-files.com/664b7cc2ac49aeb2da6ef0f4/68546a81c988417395cba25c_detect_animals_in_garden_computer_vision_project.jpg)](https://github.com/robotrapta/garden-watcher)  
+[**View Github Repo →**](https://github.com/robotrapta/garden-watcher)
+
+<br>
+
+### Detect kitchen cleanliness
+[![Kitchen Cleanliness](https://cdn.prod.website-files.com/664b7cc2ac49aeb2da6ef0f4/68546a80557fe01715c87d7e_detect_kitchen_cleanliness_computer_vision_project.jpg)](https://github.com/robotrapta/domestic-tranquility)  
+[**View Github Repo →**](https://github.com/robotrapta/domestic-tranquility)
+
+<br>
+
+### Halloween computer vision prank
+[![Halloween Prank](https://cdn.prod.website-files.com/664b7cc2ac49aeb2da6ef0f4/68546a810cee1938503a73e3_halloween_computer_vision_project.jpg)](https://github.com/robotrapta/aihalloween)  
+[**View Github Repo →**](https://github.com/robotrapta/aihalloween)
+
+<br>
+
+### Keep your dog off the couch
+[![Dog on Couch](https://cdn.prod.website-files.com/664b7cc2ac49aeb2da6ef0f4/68546a80d6909db987317027_detect_dog_on_couch_computer_vision_project.jpg)](https://code.groundlight.ai/python-sdk/docs/sample-applications/dog-on-couch)  
+[**Build your own dog detector →**](https://code.groundlight.ai/python-sdk/docs/sample-applications/dog-on-couch)
+
+<br>
+
+### Alert if a bird is at the feeder
+[![Hummingbird Feeder](https://cdn.prod.website-files.com/664b7cc2ac49aeb2da6ef0f4/68546a80c7ecb3b44169180e_detect_hummingbird_computer_vision_project.jpg)](https://code.groundlight.ai/python-sdk/docs/sample-applications/streaming-with-alerts)  
+[**Create a monitor for birds at your feeder →**](https://code.groundlight.ai/python-sdk/docs/sample-applications/streaming-with-alerts)
+
+
 
-- **A “garden monitor” that detects wild animals in your garden and plays a sound to scare them off**: [View Github Repo →](https://github.com/robotrapta/garden-watcher)
-- **Monitor if the kitchen is clean**: [View Github Repo →](https://github.com/robotrapta/domestic-tranquility)
-- **Halloween prank to scare trick-or-treaters walking by**: [View Github Repo →](https://github.com/robotrapta/aihalloween)
-- **Keep your dog off the couch**: [Build your own dog detector →](https://code.groundlight.ai/python-sdk/docs/sample-applications/dog-on-couch)
-- **Monitor and alert if a bird is at the bird feeder**: [Create a monitor for birds at your feeder →](https://code.groundlight.ai/python-sdk/docs/sample-applications/streaming-with-alerts)
+<br><br>
+<br><br>

From 2181269220dc4646235b8e3c9f45e35fd583d688 Mon Sep 17 00:00:00 2001
From: timmarkhuff <timmarkhuff@gmail.com>
Date: Wed, 25 Jun 2025 08:56:33 -0700
Subject: [PATCH 2/2] fixing <br> tags

---
 .../sample-applications.md                    | 36 +++++++++----------
 1 file changed, 18 insertions(+), 18 deletions(-)

diff --git a/docs/docs/sample-applications/sample-applications.md b/docs/docs/sample-applications/sample-applications.md
index d05f3d7d..57f4f17a 100644
--- a/docs/docs/sample-applications/sample-applications.md
+++ b/docs/docs/sample-applications/sample-applications.md
@@ -4,7 +4,7 @@ Explore these example computer vision projects and real-world applications built
 
 _If you're interested in building something else or have questions, reach out to Groundlight's application engineers at support@Groundlight.ai._
 
-<br>
+<br />
 
 ### Quick Navigation
 - [Security & Facility Management Computer Vision Projects](#security--facility-management-computer-vision-projects--applications)
@@ -12,7 +12,7 @@ _If you're interested in building something else or have questions, reach out to
 - [Industrial and Manufacturing Computer Vision Projects](#industrial-and-manufacturing-computer-vision-projects--applications)
 - [Fun Hobbyist Computer Vision Projects for AI Tinkerers](#fun-hobbyist-computer-vision-projects-for-ai-tinkerers)
 
-<br><br>
+<br /><br />
 
 
 ## Security & Facility Management Computer Vision Projects & Applications
@@ -22,13 +22,13 @@ _If you're interested in building something else or have questions, reach out to
 [![Detect Leaks and Spills](https://cdn.prod.website-files.com/664b7cc2ac49aeb2da6ef0f4/68546a802d01436a8578659e_Detect_leaks_and_spills_computer_vision_project.jpg)](https://github.com/groundlight/leak-detection-sample)  
 [**View Github Repo →**](https://github.com/groundlight/leak-detection-sample)
 
-<br>
+<br />
 
 ### Monitor your parking spots
 [![Detect Parking Spot](https://cdn.prod.website-files.com/664b7cc2ac49aeb2da6ef0f4/68546a81a71e74975ede51c4_detect_parking_spot_computer_vision_project.jpg)](https://github.com/groundlight/video_tutorials/tree/main/parking_spot_detector)  
 [**View Github Repo →**](https://github.com/groundlight/video_tutorials/tree/main/parking_spot_detector)
 
-<br><br>
+<br /><br />
 
 ## Retail Analytics Computer Vision Projects & Applications
 
@@ -36,23 +36,23 @@ _If you're interested in building something else or have questions, reach out to
 [![Count Employees](https://cdn.prod.website-files.com/664b7cc2ac49aeb2da6ef0f4/68546a810bed942316761941_count_employees_computer_vision.jpg)](https://github.com/groundlight/employee-counting)  
 [**View Github Repo →**](https://github.com/groundlight/employee-counting)
 
-<br>
+<br />
 
 ### Inventory monitoring & management
 [![Inventory Monitoring](https://cdn.prod.website-files.com/664b7cc2ac49aeb2da6ef0f4/68546a815320a6510916d6d2_inventory_monitoring_computer_vision.jpg)](https://github.com/groundlight/inventory-management)  
 [**View Github Repo →**](https://github.com/groundlight/inventory-management)
 
-<br>
+<br />
 
 ### Monitor utilization of the customer service counter
 [![Retail Analytics](https://cdn.prod.website-files.com/664b7cc2ac49aeb2da6ef0f4/68546a8189e0f3dadb533b74_retail_analytics_computer_vision.jpg)](https://code.groundlight.ai/python-sdk/docs/sample-applications/retail-analytics)  
 [**View Github Repo →**](https://code.groundlight.ai/python-sdk/docs/sample-applications/retail-analytics)
 
-<br><br>
+<br /><br />
 
 ## Industrial and Manufacturing Computer Vision Projects & Applications 
 
-<br>
+<br />
 
 Groundlight's natural language-based computer vision technology transforms industrial processes in several key areas:
 - **Machine Tending**: Automate loading/unloading of CNC machines and manufacturing equipment
@@ -62,13 +62,13 @@ Groundlight's natural language-based computer vision technology transforms indus
 
 Here are a couple of projects to get you started:
 
-<br>
+<br />
 
 ### Counting objects on a moving conveyor belt
 [![Conveyor Counting](https://cdn.prod.website-files.com/664b7cc2ac49aeb2da6ef0f4/68546a803fc698d37f1d0269_part_counting_conveyor_belt_computer_vision_project.jpg)](https://github.com/groundlight/conveyor-counting)  
 [**View Github Repo →**](https://github.com/groundlight/conveyor-counting)
 
-<br>
+<br />
 
 ### Determine the orientation of boxes
 [![Box Orientation](https://cdn.prod.website-files.com/664b7cc2ac49aeb2da6ef0f4/68546a801229c4ed192bc8d4_box_orientation_computer_vision_project.jpg)](https://github.com/groundlight/box_orientation_demo)  
@@ -76,35 +76,35 @@ Here are a couple of projects to get you started:
 
 [Check out this blog post](https://www.groundlight.ai/blog/computer-vision-in-manufacturing) to learn more about how Groundlight can be used for a variety of industrial applications.
 
-<br><br>
+<br /><br />
 
 ## Fun Hobbyist Computer Vision Projects for AI Tinkerers
 Looking for an easy way to tinker with computer vision AI at home? From observing nature to playing Halloween pranks, here are some fun ways to try out Groundlight’s computer vision capabilities and tools:
-<br><br>
+<br /><br />
 
 ### Detect animals in your garden
 [![Detect Animals](https://cdn.prod.website-files.com/664b7cc2ac49aeb2da6ef0f4/68546a81c988417395cba25c_detect_animals_in_garden_computer_vision_project.jpg)](https://github.com/robotrapta/garden-watcher)  
 [**View Github Repo →**](https://github.com/robotrapta/garden-watcher)
 
-<br>
+<br />
 
 ### Detect kitchen cleanliness
 [![Kitchen Cleanliness](https://cdn.prod.website-files.com/664b7cc2ac49aeb2da6ef0f4/68546a80557fe01715c87d7e_detect_kitchen_cleanliness_computer_vision_project.jpg)](https://github.com/robotrapta/domestic-tranquility)  
 [**View Github Repo →**](https://github.com/robotrapta/domestic-tranquility)
 
-<br>
+<br />
 
 ### Halloween computer vision prank
 [![Halloween Prank](https://cdn.prod.website-files.com/664b7cc2ac49aeb2da6ef0f4/68546a810cee1938503a73e3_halloween_computer_vision_project.jpg)](https://github.com/robotrapta/aihalloween)  
 [**View Github Repo →**](https://github.com/robotrapta/aihalloween)
 
-<br>
+<br />
 
 ### Keep your dog off the couch
 [![Dog on Couch](https://cdn.prod.website-files.com/664b7cc2ac49aeb2da6ef0f4/68546a80d6909db987317027_detect_dog_on_couch_computer_vision_project.jpg)](https://code.groundlight.ai/python-sdk/docs/sample-applications/dog-on-couch)  
 [**Build your own dog detector →**](https://code.groundlight.ai/python-sdk/docs/sample-applications/dog-on-couch)
 
-<br>
+<br />
 
 ### Alert if a bird is at the feeder
 [![Hummingbird Feeder](https://cdn.prod.website-files.com/664b7cc2ac49aeb2da6ef0f4/68546a80c7ecb3b44169180e_detect_hummingbird_computer_vision_project.jpg)](https://code.groundlight.ai/python-sdk/docs/sample-applications/streaming-with-alerts)  
@@ -112,5 +112,5 @@ Looking for an easy way to tinker with computer vision AI at home? From observin
 
 
 
-<br><br>
-<br><br>
+<br /><br />
+<br /><br />