I will deploy advance computer vision solutions at edge

Please share your dataset of images (and any existing annotations, if available). Let me know your project goal—whether it's detecting specific objects or classifying images—so I can tailor the solution accordingly. If you only have raw images, I can take care of the annotation for you.

Absolutely! I offer full image annotation services to create a high-quality labeled dataset and then train a custom model using that data. Check the Standard or Premium package for the complete solution.

I specialize in training YOLO models (YOLOv5, YOLOv7, YOLOv8) for object detection and use CNN architectures like ResNet and VGG for image classification. I can adjust the approach based on your project's needs.

Yes, you'll receive the trained model files along with a Python inference script or a Jupyter notebook that explains how to use it. If you need additional integration support (like an API), the Premium package covers that.

Yes, I include the full training code along with detailed documentation and usage instructions so you can understand or even reproduce the training process if needed.

The timeline depends on your project. For a small dataset, it might take 2-3 days, while larger projects with annotation and extensive training could take 1-2 weeks. Each package outlines the expected delivery time.

We’ll set clear performance goals from the start. I include revisions to fine-tune the model using techniques like data augmentation and hyperparameter adjustments until you're satisfied.

Yes, I can adapt the model for video input or real-time detection using OpenCV. Just let me know what you need, and we can discuss the details.

Definitely! I’m happy to offer expert advice on data preparation, model selection, or troubleshooting before you commit to a full project.