Read this course at: https://siliconwit.com/education/edge-ai-tinyml/

A hands-on course covering machine learning on microcontrollers. You will train, quantize, and deploy TinyML models for keyword spotting, gesture recognition, anomaly detection, image classification, and edge-cloud hybrid architectures.

edge-ai-tinyml/
├── index.mdx                               # Course overview
├── tinyml-machine-learning-microcontrollers.mdx
├── edge-impulse-data-collection-training.mdx
├── tensorflow-lite-micro-model-deployment.mdx
├── model-quantization-optimization-mcu.mdx
├── keyword-spotting-voice-wake-word.mdx
├── accelerometer-gesture-recognition.mdx
├── anomaly-detection-predictive-maintenance.mdx
├── camera-image-classification-esp32.mdx
├── edge-cloud-hybrid-architecture.mdx
└── README.md

All commands below work on Linux, macOS, and Windows (using Git Bash, PowerShell, or Command Prompt with Git installed).

First time setup (clone the repo once):

git clone https://github.com/SiliconWit/edge-ai-tinyml.git
cd edge-ai-tinyml

Every time you start working:

git pull origin main

Always pull before making changes. This avoids conflicts with other contributors.

After making your changes:

git add .
git commit -m "Brief description of what you changed"
git push origin main

If you get a push error (someone pushed before you):

git pull origin main

Git will merge the changes automatically in most cases. If there is a conflict, Git will mark the conflicting lines in the file. Open the file, choose which version to keep, then:

git add .
git commit -m "Resolve merge conflict"
git push origin main

Tips to avoid conflicts:

• Always git pull origin main before you start working
• Push your changes as soon as you are done, do not hold onto uncommitted work for long
• Coordinate with other contributors so two people are not editing the same file at the same time

1. Fork the repository: SiliconWit/edge-ai-tinyml
2. Clone your fork:

   git clone https://github.com/YOUR-USERNAME/edge-ai-tinyml.git
   cd edge-ai-tinyml

3. Make your changes and commit:

   git add .
   git commit -m "Brief description of what you changed"
   git push origin main

4. Open a Pull Request against main on the original repository
5. Describe what you changed and why in the PR description

• All lesson files use .mdx format
• Do not use <BionicText> in this course
• Code blocks should include a title attribute:

  ```c title="main.c"
  #include "tensorflow/lite/micro/micro_interpreter.h"
  ```

• Use Starlight components (<Tabs>, <TabItem>, <Steps>, <Card>) where appropriate
• Keep paragraphs concise and focused on practical application
• Include working code examples that readers can run directly

Clone the main site repository and initialize submodules:

git clone --recurse-submodules <main-repo-url>
cd siliconwit-com
npm install
npm run dev

To test a production build:

npm run build

This course content is released under the MIT License.