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harshkmr/README.md

⚡ Harsh Kumar

AI & Machine Learning Systems Engineer

Building High-Throughput ML Inference Engines • Resilient MLOps Pipelines • Scalable Software Systems

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🚀 About Me

I am an AI & Machine Learning Systems Engineer passionate about bridging the gap between ML research models and production-grade software engineering.

  • 🧠 ML & Inference Systems: Specialized in designing sub-millisecond classification engines, Softmax probability calibration, and migrating ML workloads into standalone engines.
  • ⚙️ MLOps & Infrastructure: Experienced in hardening MLflow experiment tracking servers, automated artifact validation, lineage visualization, and containerized workflows.
  • 🗄️ Data & Performance Engineering: Expert in high-throughput SQLite transaction batching, data integrity reconciliation, and query optimization.
  • 🛠️ Software Engineering: Crafting resilient, production-grade CLI tools and services using Python, Java 17, PHP, and SQL.

🛠️ Tech Stack & Ecosystem

Domain Technologies & Tools
Core Languages Python Java 17 PHP 8 SQL Bash C++
ML & AI Systems MLflow Snorkel Scikit-Learn Pandas NumPy Graphviz
Databases & Storage SQLite MySQL PostgreSQL REST APIs
DevOps & Tooling Docker Apptainer Git Apache Maven JUnit 5 Pytest Ruff

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  1. apptainer-simulation-specs-diagnostics apptainer-simulation-specs-diagnostics Public

    Offline diagnostic engine and Snorkel Terminal-Bench benchmark task for scoring Apptainer groundwater simulation stability risks.

    Python

  2. harden-mlflow-tracking-task harden-mlflow-tracking-task Public

    An AI coding benchmark task evaluating automated rebase conflict resolution, MLflow tracking security, secret redaction, and Hugging Face model evaluation safety.

    Python

  3. recover-graphviz-lineage recover-graphviz-lineage Public

    An offline benchmark task using Terraform, Python, and Graphviz to reconstruct corrupted machine learning model lineage metadata, query Hugging Face dataset split counts, and render color-coded lin…

    Python

  4. Riskpulse Riskpulse Public

    RiskPulse — AI-Driven Project Risk Manager A PMP-aligned web application for quantitative project risk analysis. RiskPulse utilizes Beta-PERT Monte Carlo simulations, Critical Path Method (CPM) sch…

    JavaScript 1 1

  5. carbon-footprint-platform- carbon-footprint-platform- Public

    "A fast, modern web platform that helps individuals calculate, track, and reduce their carbon footprint through personalized insights and actionable steps. Built with pure HTML, CSS, and Vanilla JS."

    JavaScript

  6. urban-heat-mitigation-ai urban-heat-mitigation-ai Public

    Geospatial AI/ML platform backed by Physics-Informed Machine Learning (PIML) to map urban heat stress hotspots, quantify thermal drivers (NDVI, Albedo, Building Density), and run scenario-based spa…

    JavaScript