I will build custom pytorch deep learning models for your research

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aleena_kainat_
A
aleena_kainat_
Aleena K
build custom pytorch deep learning models for your research
build custom pytorch deep learning models for your research
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build custom pytorch deep learning models for your researchbuild custom pytorch deep learning models for your researchbuild custom pytorch deep learning models for your researchbuild custom pytorch deep learning models for your researchbuild custom pytorch deep learning models for your research

About this gig

Are you looking for a research-focused Machine Learning or Deep Learning implementation?

I am Aleena Kainat, an M.Phil Computer Science graduate specializing in medical image registration and deep learning. I have implemented multiple deep learning architectures for academic and healthcare research, with a paper under review at IEEE JBHI.

What I Deliver:

  • Custom ML/DL models in PyTorch
  • Research paper reproduction and adaptation
  • CNN and U-Net architectures
  • Model training and hyperparameter tuning
  • Data preprocessing pipelines
  • Performance evaluation and metrics
  • Publication-ready visualizations
  • Clean, documented, reproducible code

Why Work With Me:

  • M.Phil research background
  • Real healthcare AI experience
  • IEEE paper under review
  • Clean, organized coding
  • Clear communication

Ideal for: MSc/PhD students, researchers, and healthcare AI startups.

Message me before ordering to discuss your dataset and requirements.


  • Model expertise

    • Custom model development
    • Predicitive analyatics

  • Industry

    • Biotech
    • Data analytics
    • Other

  • Programming language

    • Python
    • PyTorch
    • Tensorflow
    • Keras

  • Language

    • English
    • Hindi
    • Urdu

  • Technical expertise

    • Machine learning (Supervised, Unsupervised, Reinforcement)
    • Deep learning (Neural networks, GANs)
    • Natural language processing (NLP)
    • Computer Vision (Object detection, Image recognition)
    • Algorithm development and optimization
    • Feature engineering and data processing

Get to know Aleena K

Aleena K

AI ML Engineer Medical Image Registration PyTorch Specialist

  • FromPakistan
  • Member sinceSep 2025
  • Avg. response time1 hour

  • Languages

    English, Urdu, Hindi
AOA! I'm Aleena Kainat, M.Phil CS from PUCIT and BS from UET Lahore. I specialize in ML, deep learning, and medical image analysis using PyTorch, MONAI, and TensorFlow. I developed CT-CRNet, an unsupervised deformable registration framework for chest X-rays that outperformed 6 state-of-the-art baselines with SSIM 0.89 and NCC 0.9889. Paper under review at IEEE JBHI 2026. Services: Custom ML/DL models, medical image registration, data visualization, IEEE LaTeX formatting. Why me: Research-grade code, full documentation, on-time delivery. Let's discuss your project!

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