Welcome to my website

Hi, I’m Oliver Grainge – a researcher and engineer passionate about machine intelligence, computer vision, and NLP. My work is driven by a no-nonsense, data-driven approach that prioritizes efficient, scalable, and robust solutions for real-world problems.

About My Research

I’m currently immersed in projects that explore:

• Low-Bit Quantized Neural Networks: Developing methods for low-bit quantization (binary and ternary) to enable deep learning on resource-constrained devices.
• Efficient Neural Network Compression: Researching structured pruning and quantization techniques to optimize visual place recognition systems without compromising performance.
• Advanced Model Optimization: Investigating pruning strategies and neural network compression techniques that reduce latency and memory footprint while maintaining high accuracy.

My work has been recognized in publications such as IEEE Robotics and Automation Letters, where I’ve detailed methods for structured pruning and design space exploration of low-bit quantized networks.

Why This Site?

This website is my digital laboratory and portfolio. Here you can:

• Browse My Projects: Dive into detailed case studies and open-source contributions that showcase my approach to efficient AI.
• Review My Publications: Access papers and presentations that document my contributions to computer vision and neural network optimization.
• Explore My CV: Get an in-depth look at my academic journey, professional experiences, and the diverse projects that have shaped my career.

Let’s Connect

I’m always on the lookout for meaningful collaborations in open-source AI projects and research initiatives. If you’re interested in discussing cutting-edge AI applications or exploring potential partnerships, feel free to reach out via email or connect with me on LinkedIn.

Thank you for visiting my academic home! 🚀

—
Oliver Grainge