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Aqib121201/README.md

Aqib Siddiqui

Profile Snapshot

Architecting interpretable, production‑grade ML pipelines with research‑level reproducibility and deployment‑level reliability.

Core Competence Technologies Evidence
End‑to‑End AI Pipelines PyTorch · scikit‑learn · LangChain · TensorFlow Docker hashes · CI logs
Explainability & Fairness SHAP · Grad‑CAM · Fairlearn · Captum PDF reports · Jupyter artefacts
Edge & Cloud Deployment Spring Boot · FastAPI · TensorRT · AWS CDK · GCP · Azure Functions Live demo endpoints
Verification Discipline 82%+ coverage · static analysis · regression test harnesses GitHub Actions · badges
DataOps & MLOps DVC · MLflow · Airflow · Great Expectations Auto-tracked experiments & validation

Tech Stack Mastery

Programming Languages

Python Java JavaScript SQL TypeScript

AI/ML Frameworks

PyTorch TensorFlow Keras scikit-learn XGBoost LightGBM

NLP & LLM

spaCy HuggingFace LangChain Transformers

MLOps & DevOps

Docker MLflow DVC GitHub Actions Airflow Kubernetes

Visualization & UI

Plotly Altair Streamlit

Backend & API

Spring Boot FastAPI PostgreSQL

Vision & Next Horizon

Project Aletheia – a universal, cryptographically-auditable framework for fair online decision-making uniting ergodic control, convex geometry, stochastic processes, and zero-knowledge proofs, applied to housing and healthcare allocation.

Objectives 2026
• Prove an Ergodic Allocation Law ensuring almost-sure fairness for multi-resource scheduling (housing units, hospital beds) under adversarial arrivals
• Achieve O(√n log d) minimax regret with polylog-time mirror descent projections onto fairness polytopes
• Establish an Entropy–Fairness Duality Theorem with Banach–Mazur distortion ≤ O(log d) across convex bodies
• Ship ZK Allocation Checkpoints (≤ 50 ms verification, ≤ 2 MB proof size) enforcing GDPR/AI-Act compliance
• Deploy a reproducible Rust/Python simulator for Berlin–Munich–Hamburg housing allocation with real datasets + fairness-drift dashboard
• Publish formal Lean/Coq proofs, open-source code, and dataset cards

⚙️ Engineering Principles

  • Theorem-First Science – All guarantees (ergodicity, entropy duality, regret bounds) proven formally before coding
  • Verifiable by Design – Every allocation decision emits a Halo2/PLONK ZK-certificate bound to logs and DP noise
  • Geometry-Aware Optimization – Bregman divergences tuned to fairness polytopes; polylog-time oracle projections
  • Stochastic-Control Guarantees – Lyapunov drift ensures ε-bounded violations across millions of allocations
  • EU-Ready – Explicit AI-Act templates for DPIA, auditability, transparency, oversight
  • Reproducible & Open – One-click CI, seeded runs, dataset cards, GitHub with >80 % coverage

Contact Vector

[email protected]   •   linkedin.com/in/aqib-siddiqui-b954021b9   •   leetcode.com/u/aqib_siddiqui_121201/
Continuous integration of knowledge & infrastructure since 2020.

Pinned Loading

  1. FMST-Provably-Fair-Multimodal-Transformer-for-Multi-Disease-Survival-Prediction FMST-Provably-Fair-Multimodal-Transformer-for-Multi-Disease-Survival-Prediction Public

    SHAP-powered ensemble ML system (AUROC: 0.94) for multi-disease diagnosis; Streamlit UI

    Python 4 1

  2. BurgerBot BurgerBot Public

    LLM dashboard for German policy documents—translation, summarization, visualization

    Python 3

  3. FairNLP-SHAP-Based-Bias-Detection-in-Multilingual-BERT-Models FairNLP-SHAP-Based-Bias-Detection-in-Multilingual-BERT-Models Public

    Bias analysis in multilingual BERT using SHAP and fairness metrics (EN, DE, HI)

    Python 3

  4. MiniRAG-Streamlit-Q-A-Interface-with-Vector-Search-and-Local-LLMs MiniRAG-Streamlit-Q-A-Interface-with-Vector-Search-and-Local-LLMs Public

    Local PDF Q&A with vector search + LLMs; LangChain powered Streamlit interface

    Python 3

  5. XAI-for-Chest-X-rays-Grad-CAM-Interpretability-on-CNN-Based-Medical-Diagnosis XAI-for-Chest-X-rays-Grad-CAM-Interpretability-on-CNN-Based-Medical-Diagnosis Public

    Grad-CAM + SHAP explanations on ResNet for interpretable chest X-ray diagnosis

    Python 3

  6. YOLO-R-CNN-Vision-Assistant-for-Visually-Impaired-Navigation YOLO-R-CNN-Vision-Assistant-for-Visually-Impaired-Navigation Public

    Edge-deployed assistive vision system with object detection + audio for navigation support

    Python 3