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Deezpa/README.md

πŸ‘©β€πŸ’» Dr. Deepa Shukla | Machine Learning & Responsible AI Researcher

PhD in Computer Science (Machine Learning & Responsible AI, 2025) | Independent Director (IICA, Govt. of India) | Open Science Advocate

I specialize in fairness-aware, interpretable AI models for credit scoring, carbon scoring, and financial technology applications.
My research integrates alternative datasets (psychometric, digital, utility, rural carbon data) to build Responsible AI systems aligned with global ESG and sustainability goals.

I curate the DeepaShukla Dataverse – Digital Credit Scoring (Harvard Dataverse) and maintain multiple GitHub repositories to ensure open, reproducible research.


🌱 Quick Facts

  • πŸ”­ I’m currently working on: Farm-to-Finance Responsible AI models for carbon & credit scoring
  • 🌱 I’m currently practicing: GenAI pipelines, ESG frameworks, and Responsible AI governance
  • πŸ‘― I’m working on: Open datasets, fairness-aware ML, and sustainability-focused AI projects
  • πŸ€” I’m looking for help with: Scaling dual-task AI models into production-ready ecosystems
  • πŸ’¬ Ask me about: Credit scoring, carbon scoring, fairness in ML, open science, ESG-aligned Responsible AI
  • πŸ“« How to reach me: LinkedIn | Google Scholar | ORCID | Harvard Dataverse
  • πŸ˜„ Pronouns: She/Her
  • ⚑ Fun fact: I bridge AI, governance, and sustainability β€” and also once built an Arduino-based plant watering system together with my son Chanakya Shukla, a qualified engineer specializing in water governance. πŸŒ±πŸ’§

πŸ“‚ Repository Categories

πŸ”Ή PhD Thesis Repositories

  • ML-Credit-Scoring-ThinFile-Consumers β†’ Final implementation repo for my PhD thesis (with GitHub Pages).
  • PhDP β†’ Python codes for all tables in PhD Thesis, Chapter 5 (Results & Evaluation).
  • hypothetical_model β†’ Python implementation of the multi-factor credit scoring model (Random Forest & Gradient Boosting).
  • PyTorch-CreditScoring-ThinFile β†’ Deep learning extension of my thesis (PyTorch, fairness-aware).

πŸ”Ή Dataverse-Linked Repositories

  • credit-score ↔ Replication Data for Thin File Consumers (Harvard Dataverse).
  • Datasets_Review ↔ Alternative Datasets for Thin File Consumers.
  • Rural-Credit-Carbon-AI ↔ Unified Dataset for Rural Credit & Carbon Scoring.
  • digital-data-literacy-ml ↔ Digital Data Literacy dataset (Dataverse).
  • Python-Codes β†’ Exploratory repo for integrating alternative datasets (utility bills, social media).

πŸ”Ή Innovation & Technical Projects

  • AutomaticPlantWateringSystemForArduinoNano β†’ Arduino-based plant watering automation project.
  • desktop-tutorial β†’ Default/tutorial repo.

🌍 Open Science & Datasets

I maintain the DeepaShukla Dataverse – Digital Credit Scoring on Harvard Dataverse:

  • Replication Data for: Credit Scoring of Thin File Consumers (2024; modified version 2025 with reproducibility package).
  • Replication Data for: Alternative Datasets for Credit Scoring of Thin File Consumers (2024).
  • Unified Dataset for Rural Credit & Carbon Scoring (2025).
  • Digital Data Literacy Dataset (2025).

All datasets are FAIR-aligned and linked with GitHub repos for reproducibility.


πŸ”Ž Research Themes

  • Machine Learning for Credit & Carbon Scoring
  • Fairness-Aware & Interpretable AI
  • Alternative Data in FinTech
  • Responsible AI & ESG Alignment
  • Open Science & Reproducibility

Popular repositories Loading

  1. credit-score credit-score Public

    This repository serves as a centralised hub for all things related to credit scoring.

    Jupyter Notebook 1

  2. AutomaticPlantWateringSystemForArduinoNano AutomaticPlantWateringSystemForArduinoNano Public

    Forked from chanakyashukla/AutomaticPlantWateringSystemForArduinoNano

    The code is for Arduino Nano Microcontroller to set up an automatic plant watering system.

    1

  3. ML-Credit-Scoring-ThinFile-Consumers ML-Credit-Scoring-ThinFile-Consumers Public

    This repository presents the datasets, models, and fairness-aware algorithms developed as part of my PhD thesis.

    Jupyter Notebook 1 1

  4. Rural-Credit-Carbon-AI Rural-Credit-Carbon-AI Public

    Alternate dataset for AI-based creditworthiness and soil carbon scoring in rural economies

    Jupyter Notebook 1

  5. digital-data-literacy-ml digital-data-literacy-ml Public

    Machine Learning pipelines for digital & financial literacy outcomes β€” with fairness analysis, SHAP explainability, and Harvard Dataverse integration.

    Python 1

  6. Smart50-ESG Smart50-ESG Public

    Smart50-ESG is a reproducible, ESG-aligned ML repository that prototypes vertical-farming solutions with synthetic datasets, fairness-aware models, and SDG linkages. Includes data generation, model…

    1