You will get custom AI pipelines for analyzing medical images with explainability

Project details
Do you need AI to analyze medical images and actually
explain its decisions not just give a prediction?
I build deep learning pipelines for medical image
classification , segmentation and any other type of analysis, with built-in
explainability so results are trustworthy enough
for real research and clinical use.
What I deliver:
• Model trained on YOUR medical image dataset
• Explainability visuals showing why the model decides
• Performance metrics (accuracy, precision, recall, F1)
• Clean, documented, fully commented Python code
• Works with X-rays, histology, ultrasound, dermoscopy
My background includes building explainable AI
pipelines for gynecological condition detection
so this is not generic work.
Message me before ordering. Every medical dataset
is different and I want to make sure I can deliver
exactly what you need.
explain its decisions not just give a prediction?
I build deep learning pipelines for medical image
classification , segmentation and any other type of analysis, with built-in
explainability so results are trustworthy enough
for real research and clinical use.
What I deliver:
• Model trained on YOUR medical image dataset
• Explainability visuals showing why the model decides
• Performance metrics (accuracy, precision, recall, F1)
• Clean, documented, fully commented Python code
• Works with X-rays, histology, ultrasound, dermoscopy
My background includes building explainable AI
pipelines for gynecological condition detection
so this is not generic work.
Message me before ordering. Every medical dataset
is different and I want to make sure I can deliver
exactly what you need.
AI Development Type
Deep Learning, Knowledge Representation, Model Tuning, Recommendation System, Software MaintenanceAI Tools
Azure Machine Learning, Keras, OpenCV, PyTorch, TensorFlowAI Development Language
PythonWhat's included
| Service Tiers |
Starter
$20
|
Standard
$50
|
Advanced
$100
|
|---|---|---|---|
| Delivery Time | 2 days | 4 days | 7 days |
Number of Revisions | 1 | 3 | 3 |
AI Model Integration | - | ||
Detailed Code Comments | |||
Knowledge Graph | - | - | - |
Model Documentation | |||
Ontology | - | - | - |
Source Code | |||
Taxonomy | - | - | - |
About Usman
AI-engineer , computer vison expert
Lahore, Pakistan - 3:38 am local time
solve real, specific problems — not generic demos.
My focus areas:
- Medical image analysis with explainable AI (heatmaps,
attention maps, saliency overlays)
- Vision-Language Models (VLMs) — fine-tuning on custom
datasets and domain-specific tasks
- Language-guided multi-object tracking
- OCR and document intelligence pipelines
- Object detection and segmentation
I work with PyTorch, OpenCV, HuggingFace, and Python.
I deliver clean, documented, production-ready code that
you fully own.
Current project work includes:
- Explainable AI pipeline for gynecological condition
detection from medical imaging
- Language-guided tracking using VLMs on custom data
- OCR-based automated classification systems
I take on projects where I can deliver real value.
Message me first — I'll give you an honest answer on
whether your problem fits my skillset before you commit
to anything.
Steps for completing your project
After purchasing the project, send requirements so Usman can start the project.
Delivery time starts when Usman receives requirements from you.
Usman works on your project following the steps below.
Revisions may occur after the delivery date.
Data Assessment & Alignment
We review your medical dataset (formats, labels, and clinical goals) to ensure the data is ready and properly anonymized for training.
Core AI Model Development
We build, train, and optimize the deep learning model (for classification or segmentation) and evaluate its clinical accuracy metrics.
