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Khanz9664/README.md

Shahid Ul Islam 👋

Data Scientist & ML Engineer |Developing TrustLens

"In God we trust, all others must bring data." – W. Edwards Deming

Building TrustLens

Because model accuracy alone is not enough.

TrustLens is an open-source framework for evaluating: reliability, calibration, fairness, failures, and explainability — in a single workflow.

from trustlens import analyze
report = analyze(model, X_val, y_val, y_prob=proba)

Mathematical Foundations of ML

Deep dives into the mathematical foundations of Machine Learning, Optimization, and AI — focused on intuition, derivations, and rigorous theory behind modern ML algorithms.

🔗 Read Articles

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  1. TrustLens TrustLens Public

    Open-source Python library for evaluating ML model reliability beyond accuracy — with calibration, failure, and fairness diagnostics for informed deployment decisions.

    Python 10 12

  2. Transfer-Learning-for-Respiratory-Disease-Classification Transfer-Learning-for-Respiratory-Disease-Classification Public

    Transfer learning is a powerful enabler for medical imaging AI. By reusing knowledge from general images, we circumvent one of medicine’s biggest bottlenecks – limited annotated data.

    Python 2 1

  3. CardioSense-AI CardioSense-AI Public

    CardioSense AI — Where clinical trust meets high-performance ML. An explainable CDSS with automated risk roadmaps, AHA/ACC-aligned safety guardrails, and production-ready CI/CD pipelines.

    HTML 2

  4. Breast-Cancer-Prediction Breast-Cancer-Prediction Public

    Breast cancer is one of the most common cancers in women worldwide. Early detection and accurate diagnosis are crucial for effective treatment and improved survival rates. This project utilizes mac…

    Jupyter Notebook 1 1

  5. Python-For-DataScience Python-For-DataScience Public

    This repository offers a collection of Jupyter notebooks that chronicle my journey in learning Python for Data Science. The notebooks cover a range of topics, from basic programming concepts to adv…

    Jupyter Notebook 1

  6. C-Programming-Practice C-Programming-Practice Public

    Comprehensive solution to a variety of C language programs, including Functions & Pointers, Pattern Printing, Recursion, Arrays.

    C 1 1