edgeimpulse · dtischler · Sep 15, 2023 · Sep 15, 2023
diff --git a/...-and-activity-projects/fall-detection-with-transformer-model-arduino-giga-r1.md b/...-and-activity-projects/fall-detection-with-transformer-model-arduino-giga-r1.md
@@ -1,6 +1,6 @@
 ---
 description: >-
-  A primer on using a Transformer-based model at a low-powered,
+  A primer on using a Transformer-based model on a low-powered,
   resource-constrained microcontroller-based wearable that detects falls.
 ---
 

diff --git a/...ity-projects/posture-detection-for-worker-safety-silabs-thunderboard-sense-2.md b/...ity-projects/posture-detection-for-worker-safety-silabs-thunderboard-sense-2.md
@@ -1,7 +1,7 @@
 ---
 description: >-
   A SiLabs Thunderboard Sense 2 TinyML-based wearable belt for manufacturing
-  workers to detect correct / incorrect posture.
+  workers, to detect correct / incorrect posture.
 ---
 
 # Posture Detection for Worker Safety

diff --git a/accelerometer-and-activity-projects/silabs-xg24-gesture-recognition.md b/accelerometer-and-activity-projects/silabs-xg24-gesture-recognition.md
@@ -1,6 +1,6 @@
 ---
 description: >-
-  Take an existing Edge Impulse model built for the Thunderboard Sense 2, and
+  Take an existing gesture recognition model built for the Thunderboard Sense 2, and
   prepare it for use on the SiLabs xG24 board.
 ---
 

diff --git a/accelerometer-and-activity-projects/silabs-xg24-posture-detection.md b/accelerometer-and-activity-projects/silabs-xg24-posture-detection.md
@@ -1,6 +1,6 @@
 ---
 description: >-
-  Take an existing Edge Impulse model built for the Thunderboard Sense 2, and
+  Take an existing accelerometer model built for the Thunderboard Sense 2, and
   prepare it for use on the SiLabs xG24 board.
 ---
 

diff --git a/...ty-and-environmental-projects/dairy-manufacturing-with-ai-seeed-xiao-esp32c3.md b/...ty-and-environmental-projects/dairy-manufacturing-with-ai-seeed-xiao-esp32c3.md
@@ -1,6 +1,6 @@
 ---
 description: >-
-  Using a XIAO ESP32C3 to monitor temperature, humidity, and pressure to help
+  Use a XIAO ESP32C3 to monitor temperature, humidity, and pressure to help
   aid in dairy manufacturing processes.
 ---
 

diff --git a/...lity-and-environmental-projects/fire-detection-sensor-fusion-arduino-nano-33.md b/...lity-and-environmental-projects/fire-detection-sensor-fusion-arduino-nano-33.md
@@ -6,8 +6,6 @@ description: >-
 
 # Fire Detection Using Sensor Fusion and TinyML
 
-## Fire Detection Using Sensor Fusion and TinyML
-
 Created By: Nekhil R.
 
 Public Project Link: [https://studio.edgeimpulse.com/public/160533/latest](https://studio.edgeimpulse.com/public/160533/latest)

diff --git a/audio-projects/audio-classification-silabs-xg24.md b/audio-projects/audio-classification-silabs-xg24.md
@@ -1,6 +1,6 @@
 ---
 description: >-
-  Take an existing Edge Impulse model built for the Thunderboard Sense 2, and
+  Take an existing audio classification model built for the Thunderboard Sense 2, and
   prepare it for use on the SiLabs xG24 board.
 ---
 

diff --git a/audio-projects/running-faucet-detection-seeed-xiao-blues-wireless.md b/audio-projects/running-faucet-detection-seeed-xiao-blues-wireless.md
@@ -1,6 +1,6 @@
 ---
 description: >-
-  A smart device that detects running faucets using a machine learning model and
+  A smart device that detects running faucets using a machine learning model, and
   sends alert messages over a cellular network.
 ---
 

diff --git a/image-projects/dials-and-knob-monitoring-with-computer-vision-raspberry-pi.md b/image-projects/dials-and-knob-monitoring-with-computer-vision-raspberry-pi.md
@@ -1,7 +1,7 @@
 ---
 description: >-
   Use machine learning to read analog knobs, in a small Behringer audio console
-  to allow or abort a recording
+  to start or stop a recording.
 ---
 
 # Knob Eye: Monitor Analog Dials and Knobs with Computer Vision

diff --git a/image-projects/pharmaceutical-pill-defect-detection.md b/image-projects/pharmaceutical-pill-defect-detection.md
@@ -1,7 +1,7 @@
 ---
 description: >-
   A computer vision-assisted system that accurately detects defects in
-  pharmaceutical pills using Edge Impulse FOMO.
+  pharmaceutical pills using Edge Impulse.
 ---
 
 # Pharmaceutical Pill Quality Control and Defect Detection

diff --git a/image-projects/silabs-xg24-card-sorting-and-robotics-1.md b/image-projects/silabs-xg24-card-sorting-and-robotics-1.md
@@ -1,7 +1,7 @@
 ---
 description: >-
   Getting started with the SiLabs xG24 and an Arducam to identify cards with
-  computer vision and TinyML, for later use in a robotics sorting project
+  computer vision and TinyML, for later use in a robotics sorting project.
 ---
 
 # The SiLabs xG24 Plus Arducam - Sorting Objects with Computer Vision and Robotics - Part 1

diff --git a/image-projects/smart-factory-prototype-ti-tda4vm.md b/image-projects/smart-factory-prototype-ti-tda4vm.md
@@ -1,7 +1,7 @@
 ---
 description: >-
   Using a TI TDA4VM, RTSP streaming, and an Edge Impulse model, monitor the
-  status on your factory equipment and take action when needed
+  status on your factory equipment and take action when needed.
 ---
 
 # Smart Factory Prototype with Texas Instruments TDA4VM

diff --git a/software-integration-demos/api-sample-application-jetson-nano.md b/software-integration-demos/api-sample-application-jetson-nano.md
@@ -1,7 +1,7 @@
 ---
 description: >-
   Use the Edge Impulse API to build and deploy a computer vision project
-  directly from an Edge AI device like a Jetson Nano
+  directly from an Edge AI device like an Nvidia Jetson Nano.
 ---
 
 # Edge Impulse API Usage Sample Application - Jetson Nano Trainer

diff --git a/software-integration-demos/hugging-face-image-classification-dataset.md b/software-integration-demos/hugging-face-image-classification-dataset.md
@@ -1,6 +1,6 @@
 ---
 description: >-
-  Leveraging open-source Hugging Face Image Datasets for use in an Edge Impulse
+  Leveraging open-source Hugging Face image datasets for use in an Edge Impulse
   computer vision project.
 ---