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I will build medical image analysis and computer vision models using deep learning
Deep Learning Medical Image Analysis RAG LLM Time Series Analysis
Need a machine learning or deep learning model that actually works on your data?
Research Scientist at Medical College of Wisconsin and holds Master's in Data Science from IIIT Bangalore.
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About this Gig
Need a computer vision or medical image analysis model that actually works on your data?
I am a Deep Learning Engineer specializing in computer vision and medical image analysis. I build image classification, segmentation and object detection models across research, healthcare and industrial domains models that work on real messy data, not just clean toy datasets.
What I build:
- Medical Image Analysis: MRI, CT, X-ray, whole slide image classification and segmentation
- Histopathology: tissue classification, nuclei detection and patch-level analysis
- Object Detection: custom YOLO, Faster RCNN and SSD models for any domain
- Image Segmentation: semantic and instance segmentation pipelines
- Domain Adaptation: models that generalize across different scanners and datasets
- Industrial & Scientific: defect detection, microscopy, satellite and agricultural imaging
Models I use:
- Classification: ResNet, EfficientNet, ViT, DenseNet, VGG, MobileNet
- Detection: YOLOv8, YOLOv5, Faster RCNN, SSD, DETR
- Segmentation: UNet, UNet++, DeepLab, Mask RCNN, SAM
- Specialized: StarDist, QuPath, OpenSlide for histopathology and WSI
Message me with your dataset and goal I will send you a clear plan of action.
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FAQ
What image types can you work with?
MRI, CT, X-ray, whole slide images, histopathology, microscopy, satellite, drone and standard RGB images. If your type is not listed just message me.
Can you build a custom object detection model?
Yes. I build custom YOLO, Faster RCNN and DETR models trained on your specific dataset — from data preparation to final evaluation.
What if my dataset is small or imbalanced?
Very common in research datasets. I use augmentation, transfer learning, focal loss and class weighting to handle limited and imbalanced data effectively.
Do you work with private or custom datasets?
Yes. Your data stays completely private. I work under NDA if required and delete all data after delivery.
What do I receive when the order is done?
Clean documented Python code, trained model files, full evaluation report with metrics and visualizations, and a live walkthrough session.
Not sure which package fits?
Message me with your image type, dataset size and goal — I will recommend the right package before you spend anything.
