8 min read
How I Reduced My Vision Model's Memory by 80% Using Quantisation
A Practical Guide to Making VLMs Run on Consumer GPUs. Exploring model optimization techniques for efficient deployment of vision-language models in resource-constrained environments.
Model Optimization
Quantization
VLM
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6 min read
SAM 3 is Here — And It's About to Make Everything Else Obsolete
Meta's 840M Parameter Beast Just Changed the Segmentation Game Forever. Deep dive into the architecture and capabilities of the latest Segment Anything Model and its implications for production systems.
Computer Vision
Segmentation
SAM
Read on Medium
7 min read
Florence VLM: The Lightweight Zero-Shot Object Detection Model Ready for Production
How Microsoft's Vision-Language Model is Changing the Game for Real-World AI Deployment. Analysis of Florence VLM's architecture and practical implementation strategies for production environments.
Zero-Shot Detection
VLM
Production ML
Read on Medium
5 min read
Goodbye YOLO Training, Hello OWLv2
The Problem with Traditional Object Detection. Exploring the shift from traditional supervised learning approaches to zero-shot detection paradigms with OWLv2.
Object Detection
YOLO
OWLv2
Read on Medium