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edgeimpulse · Sep 13, 2023 · 4a92ced · 4a92ced
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diff --git a/accelerometer-and-activity-projects/hand-gesture-recognition-openmv-cam-h7.md b/accelerometer-and-activity-projects/hand-gesture-recognition-openmv-cam-h7.md
@@ -1,7 +1,6 @@
 ---
 description: >-
-  This project demonstrates how to train an ML model that can perform gesture
-  recognition using computer vision on Edge Impulse.
+  Train an ML model that can perform gesture recognition using computer vision on the OpenMV Cam H7.
 ---
 
 # Hand Gesture Recognition using TinyML on OpenMV

diff --git a/...y-and-environmental-projects/indoor-co2-level-estimation-arduino-portenta-h7.md b/...y-and-environmental-projects/indoor-co2-level-estimation-arduino-portenta-h7.md
@@ -1,7 +1,6 @@
 ---
 description: >-
-  This project tries to estimate the CO2 level in an indoor environment by
-  counting the people in that environment using TinyML.
+  Estimate the CO2 level in an indoor environment by counting the people in the room using TinyML.
 ---
 
 # Indoor CO2 Level Estimation Using TinyML

diff --git a/audio-projects/detecting-worker-accidents-syntiant-tinyml.md b/audio-projects/detecting-worker-accidents-syntiant-tinyml.md
@@ -1,6 +1,6 @@
 ---
 description: >-
-  An Acoustic Sensing project that uses audio classification on a Syntiant
+  An acoustic sensing project that uses audio classification on a Syntiant
   TinyML board to listen for keywords, and take action via GPIO.
 ---
 

diff --git a/image-projects/cyclist-blind-spot-detection-himax-we-i-plus.md b/image-projects/cyclist-blind-spot-detection-himax-we-i-plus.md
@@ -1,7 +1,6 @@
 ---
 description: >-
-  This project demonstrates low cost detection of cyclists in a blind spot on
-  large vehicles.
+  Use computer vision and a Himax WE-I Plus to detect cyclists in a blind spot on large vehicles.
 ---
 
 # Cyclist Blind Spot Detection

diff --git a/image-projects/surface-crack-detection-seeed-reterminal.md b/image-projects/surface-crack-detection-seeed-reterminal.md
@@ -1,6 +1,6 @@
 ---
 description: >-
-  A computer vision system that detects and localizes the surface cracks in
+  A computer vision system that detects and localizes surface cracks in
   concrete structures for predictive maintenance.
 ---
 

diff --git a/...nd-fault-classification/faulty-lithium-ion-cell-identification-battery-packs.md b/...nd-fault-classification/faulty-lithium-ion-cell-identification-battery-packs.md
@@ -1,6 +1,6 @@
 ---
 description: >-
-  A TinyML model using Edge Impulse and the Wio Terminal to predict faulty
+  A TinyML model using Edge Impulse and the Wio Terminal with a thermal camera to predict faulty
   lithium ion cells in a BMS pack.
 ---
 

diff --git a/software-integration-demos/azure-machine-learning-kubernetes-compute-ei.md b/software-integration-demos/azure-machine-learning-kubernetes-compute-ei.md
@@ -1,7 +1,7 @@
 ---
 description: >-
   Azure Machine Learning with Kubernetes Compute combined with Edge Impulse, for
-  a sample device-to-cloud ML application
+  a sample device-to-cloud ML application.
 ---
 
 # Azure Machine Learning with Kubernetes Compute and Edge Impulse

diff --git a/software-integration-demos/ros2-part2-microros.md b/software-integration-demos/ros2-part2-microros.md
@@ -1,5 +1,5 @@
 ---
-description: This tutorial involves invoking an Edge Impulse ML model from within a publisher node in MicroROS. An Arduino Portenta H7 is used for demonstration.
+description: Invoking an Edge Impulse ML model from within a publisher node in MicroROS, running on an Arduino Portenta H7.
 ---
 
 # ROS2 + Edge Impulse [Part 2]: MicroROS