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🌟 Creating AI-powered Solutions for Real-world Challenges 🌟
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🌟 Creating AI-powered Solutions for Real-world Challenges 🌟

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dr-alok-tiwari/README.md
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Dr. Alok Tiwari

Assistant Professor, Big Data Analytics · PhD, IIT-BHU · AI Researcher, Educator, Builder

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About Me

I am an Assistant Professor in Big Data Analytics at Goa Institute of Management (GIM), Goa, with a PhD in Biomedical Engineering from IIT-BHU. My work combines medical imaging AI, healthcare analytics, explainable AI, responsible AI, MLOps, and generative AI with a strong teaching and applied problem-solving orientation.

I work at the intersection of research, education, and implementation—designing AI systems, building academic and institutional tools, mentoring students, and delivering executive/faculty development programmes for industry and academia.


At a Glance


Peer-reviewed research publications

Under review / in preparation

Designed and delivered at GIM

Reached through MDPs

Research Themes

  • Medical Imaging AI
  • Chest X-ray Classification
  • Cardiac MRI Segmentation
  • Transfer Learning
  • Weakly Supervised Learning
  • Explainable & Responsible AI
  • Healthcare Analytics
  • Clinical Decision Support
  • NLP, LLMs, and Generative AI
  • MLOps and Reproducible AI Systems

Academic & Professional Highlights

  • PhD, IIT-BHU · Biomedical Engineering
  • Assistant Professor, GIM Goa
  • Delivered 7 PGDM-level courses
  • Delivered MDPs for MetLife, IOCL, Delhivery, Konkan Railways
  • Facilitated FDPs for Government of Goa / E&ICT Academy
  • Supervised 14 PGDM-HCM research projects
  • Supervised 15 summer internship projects
  • 44 citations · h-index: 4

Core Expertise

Expanded technical stack
  • Programming: Python, R, MATLAB, C, SQL, NoSQL, LaTeX
  • Deep Learning & ML: PyTorch, TensorFlow, Keras, scikit-learn, OpenCV, MONAI, CNNs, RNNs, LSTM, Transformers, LLMs
  • Data Science & Visualization: NumPy, Pandas, Matplotlib, Seaborn, Plotly, Tableau, Power BI, RStudio
  • MLOps / DevOps: Git, GitHub, Docker, Jenkins, CI/CD, MLflow, FastAPI, Ngrok
  • Big Data Engineering: Hadoop, Spark, Hive, Kafka, Spark Streaming
  • Databases: MySQL, HBase, MongoDB, RDBMS
  • Medical Imaging: ImageJ, FSLeyes, MATLAB Image Processing Toolbox, DICOM, MONAI
  • Cloud / HPC: Azure, Azure Data Factory, Azure Databricks, GPU Workstation, Param Shivay Supercomputer

Latest Project Highlights

A production-ready, offline Streamlit prompt-engineering studio for academic, research, teaching, productivity, career, and professional writing workflows.

Highlights: 12+ specialised prompt studios, local prompt library, TXT/MD/DOCX export, file upload support, template support, and health-check validation.

A classroom-ready GenAI portal for MDPs, FDPs, executive education, and management classrooms with no paid API dependency.

Highlights: prompt builder, nudges lab, document intelligence, responsible AI classifier, caselet simulator, AI readiness checklist, quizzes, and instructor mode.

A visual and decision-oriented ML teaching studio for PGDM/MBA students, executives, and faculty with a no-coding managerial orientation.

Highlights: ML lifecycle roadmap, supervised and unsupervised learning, XAI, MLOps, Orange labs, case studies, prompt library, quizzes, activities, and handbook downloads.

A complete 24-session healthcare analytics learning studio for management learners with limited programming background.

Highlights: Power BI and Orange labs, synthetic healthcare datasets, KPI dictionary, case-study studio, quiz arena, gamification, instructor dashboard, and download center.

A self-contained Streamlit teaching app for the PGDM-BDA course on data visualization, dashboard design, and data storytelling.

Highlights: 16 session modules, synthetic datasets, chart engine, story builder, quiz zone, cases, teaching narratives, activities, and classroom-ready resources.

A classroom-ready investor-education analytics studio built with Streamlit, optional Flask API, and free/open-source Python libraries.

Highlights: technical indicators, portfolio analytics, forecasting, risk-return metrics, sentiment module, quizzes, and downloadable Word/PDF reports.

A research-productivity build focused on structured academic thinking, research planning, writing support, and scholar-facing workflows.

Highlights: research ideation, literature-workflow support, structured prompts, manuscript planning, and academic productivity scaffolds.

A journal-targeting and publication-planning studio for matching research manuscripts with suitable journals and improving submission strategy.

Highlights: manuscript-positioning support, journal-fit reasoning, publication planning, and academic writing workflow support.


Featured Projects

I prioritize repositories that reflect original work, educational innovation, healthcare AI alignment, or real-world decision-support value.

Project Area Why it stands out
AI-Resistant-Assessment-Studio AI for Education A tool for designing assessment tasks that foreground reasoning, originality, and authentic thinking in the GenAI era.
fix-the-friction-staff-retreat-2026 Institutional Analytics Converts stakeholder pain points into an interactive and constructive decision-support system.
dr-alok-tiwari.github.io Academic Portfolio Personal academic website and central professional identity hub.
ai4edu.github.io AI for Education Public-facing hub for AI-enabled teaching and learning resources.
AshaAid Social / Health AI Human-centered applied AI direction with strong social impact potential.
brain_tumor_classification Medical Imaging AI Strong alignment with healthcare AI, imaging analysis, and deep learning expertise.

Publications Snapshot

Journal Articles

  • 2023 · Cascaded model (conventional + deep learning) for weakly supervised segmentation of left ventricle in cardiac magnetic resonance images
    IETE Technical Review · Taylor & Francis · DOI: 10.1080/02564602.2022.2055668

  • 2023 · A comprehensive review on technological advances in alternate drug discovery: drug repurposing
    Current Trends in Biotechnology and Pharmacy · DOI: 10.5530/ctbp.2023.17

  • 2022 · Detection of COVID-19 infection in CT and X-ray images using transfer learning
    Technology and Health Care · IOS Press · DOI: 10.3233/THC-220114

  • 2022 · Deep learning-based automated multiclass classification of chest X-rays into COVID-19, normal, bacterial pneumonia, and viral pneumonia
    Cogent Engineering · Taylor & Francis · DOI: 10.1080/23311916.2022.2105559

Other Scholarly Contributions

  • 1 Springer book chapter
  • 3 conference papers
  • Active pipeline in computational psychiatry, bioinformatics, agriculture AI, AI washing, HRM analytics, and fairness-aware credit scoring

Teaching, Training, and Mentoring

Academic Courses

  • Healthcare Analytics
  • Sports Analytics
  • Machine Learning with Generative AI
  • MLOps (Managerial)
  • Introduction to Programming (Python & R)
  • AR/VR for Managers
  • Operations Strategy in the Era of AI
  • Logical Reasoning & Critical Thinking
  • Storytelling using Data Visualization

Executive / Faculty Programmes

  • AI in Accounting & Finance — MetLife
  • Data Analytics for Decision Making — IOCL
  • Storytelling with Data — Delhivery
  • AI in Railways — Konkan Railways
  • Introduction to Python / Generative AI / AI Tools for Pedagogy — Government of Goa / E&ICT Academy
  • Generative AI for Executive Management - AJNIFM Faridabad

Mentorship Footprint

  • Guided 14 PGDM-HCM sectoral research projects
  • Guided 15 summer internship projects
  • Delivered faculty recruitment seminars at IIT Delhi (DMS) and IIT Kharagpur (VGSOM)

Academic Service, Fellowships, and Recognition

  • Senior Research Fellow (SRF), MHRD, Government of India, IIT-BHU
  • Junior Research Fellow (JRF), MHRD, Government of India, IIT-BHU
  • Teaching Assistantship, MHRD, NIT Kurukshetra
  • GATE Qualified three times: 2014, 2016, 2017
  • M.Tech with Honours · B.Tech with Honours
  • Appreciation Letter from Government of Goa / E&ICT Academy
  • Journal Reviewer: Journal of Human Values
  • Technical Book Reviewer: Packt Publishing
  • LinkedIn Page Administrator, Big Data Analytics Group, GIM Goa
  • Library Committee Member, GIM Goa

Research Vision

mindmap
  root((Dr. Alok Tiwari))
    Medical Imaging AI
      Chest X-rays
      Cardiac MRI
      Brain Tumor AI
      MONAI Pipelines
    Responsible AI
      Explainable AI
      Fairness
      Trustworthy Systems
    Healthcare Analytics
      Clinical Decision Support
      Health Informatics
      Biomedical Data
    Applied AI Systems
      Transfer Learning
      Weak Supervision
      Deployment
      MLOps
    AI for Education
      Assessment Design
      Faculty Development
      Student Mentoring
    Management Education
      PGDM Courses
      Executive Education
      Decision Science
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GitHub Analytics

GitHub Stats

Technology Footprint

GitHub Streak
Activity Graph
Trophies

Open to Collaborations

I am open to meaningful collaborations in:

  • Medical imaging AI and healthcare analytics
  • Explainable, responsible, and trustworthy AI
  • AI for education and assessment innovation
  • MLOps, deployment, and reproducible AI pipelines
  • Research writing, academic product development, and applied analytics training


AI for real-world challenges · Medical imaging AI · Healthcare analytics · Management education · Research-ready systems

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  1. 500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code 500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code Public

    Forked from ashishpatel26/500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code

    500 AI Machine learning Deep learning Computer vision NLP Projects with code

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  2. Telecom Telecom Public

    Forked from c-rahul/Telecom

    Telecom CI-CD Pipeline

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  3. fix-the-friction-staff-retreat-2026 fix-the-friction-staff-retreat-2026 Public

    Python

  4. dr-alok-tiwari.github.io dr-alok-tiwari.github.io Public

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  5. ai4edu.github.io ai4edu.github.io Public

    HTML