You will get an Optimized Deep Learning Pipeline for Large-Scale Medical Image Analysis
Project details
I am a Computer Vision Researcher specializing in Medical Image Analysis and Deep Learning. With an MPhil background, I don't just run code, I engineer robust pipelines to handle massive datasets (like Gigapixel WSI) that typically crash standard systems.
What I Bring to the Table:
Deep Learning Expertise: Custom implementation of CNNs, ResNet,VGG, Inception, and Transfer Learning models.
Large Data Optimization: Proven experience in processing 7GB+ Whole Slide Images (WSI) using efficient patching and tiling techniques.
Medical Focus: Breast Cancer Detection and Histopathology analysis.
End-to-End Solutions: From raw DICOM/JPEG data cleaning to final model deployment code.
Whether you need a simple segmentation mask or a fully optimized research pipeline, I ensure high accuracy and clean, well-documented Python code.
What I Bring to the Table:
Deep Learning Expertise: Custom implementation of CNNs, ResNet,VGG, Inception, and Transfer Learning models.
Large Data Optimization: Proven experience in processing 7GB+ Whole Slide Images (WSI) using efficient patching and tiling techniques.
Medical Focus: Breast Cancer Detection and Histopathology analysis.
End-to-End Solutions: From raw DICOM/JPEG data cleaning to final model deployment code.
Whether you need a simple segmentation mask or a fully optimized research pipeline, I ensure high accuracy and clean, well-documented Python code.
Machine Learning Tools
ChatGPT, MATLAB, Microsoft Excel, pandas, Python, Python Scikit-Learn, PyTorch, scikit-learn, TensorFlowWhat's included
| Service Tiers |
Starter
$50
|
Standard
$200
|
Advanced
$450
|
|---|---|---|---|
| Delivery Time | 3 days | 7 days | 14 days |
Number of Revisions | 1 | 2 | 5 |
Number of Model Variations | 0 | 1 | 2 |
Number of Scenarios | 1 | 1 | 3 |
Number of Graphs/Charts | 1 | 2 | 5 |
Model Validation/Testing | - | ||
Model Documentation | - | - | |
Data Source Connectivity | |||
Source Code | - | - |
Optional add-ons
You can add these on the next page.
Additional Graph/Chart
(+ 2 Days)
+$30
Model Validation/Testing
(+ 5 Days)
+$40Frequently asked questions
About Hamna
Digital Marketing Expert | Lead Generation | Funnels, LMS & Automation
Gujranwala, Pakistan - 6:06 pm local time
I help coaches, consultants, and service-based businesses attract more leads, improve their online visibility, and turn their expertise into scalable digital systems.
My services include:
| SEO (On-Page & Off-Page)
| Social Media Marketing
| Lead Generation
| Sales Funnels
| LMS Setup & Course Platforms
| Website Development
| Email Marketing Automation
| CRM & Workflow Automation
I focus on building marketing systems that not only generate traffic but also convert visitors into paying clients.
Whether you need more leads, better search rankings, a high-converting funnel, or an automated client journey, I can help create a strategy that supports long-term growth.
Let's discuss your goals and build a system that works for your business.
Steps for completing your project
After purchasing the project, send requirements so Hamna can start the project.
Delivery time starts when Hamna receives requirements from you.
Hamna works on your project following the steps below.
Revisions may occur after the delivery date.
Data Analysis & Preprocessing
I will inspect your medical data, apply cleaning, WSI patching (if large data), and set up augmentation pipelines to prepare robust training data.(discuss any other resizing or normalization processing)
Model Development & Training
I will design a custom Deep Learning architecture (CNN) and train the model, optimizing for high accuracy and managing memory efficiency (OOM errors)