Windows Machine Learning (Windows ML) empowers developers to seamlessly integrate machine learning into their Windows applications. Powered by ONNX Runtime and DirectML, this high-performance inference API is perfect for real-time applications like games and frameworks.
Prerequisites
- Windows 10 – Build 17763 (RS5) or Newer
- [Visual Studio 2017 Version 15.7.4 or Newer](https://developer.microsoft.com/en-us/windows/downloads)
How to Get Started with Windows ML
Ready to dive into the world of Windows Machine Learning? Here’s a step-by-step guide to get you started:
- Download and install the latest version of Visual Studio suitable for Windows ML.
- Familiarize yourself with the Windows ML API by reviewing the Windows ML documentation.
- Explore the variety of model samples available, which demonstrate different applications of Windows ML.
Understanding Windows ML API through an Analogy
Imagine Windows ML as a library filled with books (models) on different topics (predictive tasks). Each book is categorized and can be accessed using a unique call number (API call). When you want to conduct research (make predictions), you retrieve the appropriate book from the shelf and consult it for information (data insights).
In this analogy, ONNX Runtime serves as the librarian who ensures that you have the latest and most relevant materials when you need them, while DirectML acts as the infrastructure that supports the library, making sure everything runs smoothly.
Model Samples
Windows ML allows for various model implementations. Here are some samples to initiate your exploration:
Troubleshooting
If you run into any issues during your Windows ML journey, consider the following troubleshooting tips:
- Make sure you are using the correct version of Windows that supports Windows ML.
- Confirm that all dependencies, such as Visual Studio and the Windows SDK, are properly installed.
- Check for any specific API calls that may have changed or updated in newer versions of the framework.
For more insights, updates, or to collaborate on AI development projects, stay connected with fxis.ai.
Conclusion
At fxis.ai, we believe that advancements in AI, like Windows Machine Learning, are essential for creating more comprehensive and effective solutions. Our team is continually exploring new methodologies to push the envelope in artificial intelligence, ensuring that our clients benefit from the latest technological innovations.