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MJenius/README.md

mjenius@github ~ $ whoami



mjenius@github ~ $ ./contributions.sh


Mevin Jose

AI Systems Engineer building production systems across machine learning, backend, and web.

Note

Specializing in the design and development of reliable AI-native architectures, low-latency computer vision applications, and production-ready machine learning pipelines.


What I Build

• AI Agents • Computer Vision Systems • ML Pipelines • Backend Infrastructure • Full-stack Applications


Key Metrics

Metric Project / Domain Impact & Context
95–100% NL→SQL Agent Benchmark accuracy on text-to-SQL conversions
<100ms AEGIS Surveillance Real-time computer vision inference latency
30K+ SKUs Demand Forecasting Scalable pipeline for SKU inventory predictions
3,364 Players Scouting Database Aggregated player performance database
10.6% RL Traffic System Efficiency improvement in traffic routing optimization

AEGIS — Tamper-Resistant Surveillance System

Real-time computer vision system designed to detect camera tampering such as blur, glare, and replay attacks.

Highlights

  • Processes video frames with <100ms computer vision inference latency
  • Detects camera tampering like lens blurring, high-intensity glare, and replay loops
  • Features a real-time monitoring dashboard with low-latency Socket.IO communication

Tech Python OpenCV Flask Socket.io

Links


AI Data Analyst Agent

End-to-end system that converts natural language queries into validated SQL and executes analytical workflows.

Highlights

  • Achieves 95–100% NL→SQL benchmark accuracy
  • Utilizes schema-aware retrieval to select optimal context for complex databases
  • Integrates self-correcting validation loops to repair invalid SQL queries before execution

Tech Python FastAPI SQL FAISS LLMs

Links


Nebula — AI Movie Discovery System

Semantic search and graph-based exploration system for interactive content discovery with optimized query performance.

Highlights

  • Powers interactive movie recommendations via multi-dimensional semantic search
  • Implements Redis caching to minimize query latency for frequently requested paths
  • Utilizes Pinecone vector databases for fast, scalable nearest-neighbor exploration

Tech Next.js FastAPI Pinecone Redis

Links


Adaptive Golf Alliance

Production website developed for a non-profit organization with focus on accessibility, performance, and responsive design.

Highlights

  • Designed with 100% responsive and accessible web components (WCAG compliant)
  • Optimizes page speed and visual performance for diverse device screens
  • Built using modern web standards to ensure search engine optimization (SEO)

Tech HTML5 CSS3 JavaScript

Links


Toolbox

AI

Python PyTorch Scikit-Learn OpenCV

Backend

Node.js Express FastAPI SQL

Frontend

React Next.js Tailwind CSS JavaScript

Infrastructure

Docker CI/CD PostgreSQL MongoDB Redis


Currently Exploring

  • Agentic AI architectures
  • Evaluation-driven LLM systems
  • Production ML pipelines
  • Distributed backend systems

Links

Portfolio   GitHub   LinkedIn   LeetCode

Pinned Loading

  1. Demand-Forecasting-ML-System Demand-Forecasting-ML-System Public

    Python

  2. AI-Data-Analyst-Agent AI-Data-Analyst-Agent Public

    Python

  3. ZeroDeaths7/Aegis-Tamper-Resistant-Surveillance-System ZeroDeaths7/Aegis-Tamper-Resistant-Surveillance-System Public

    Python 4 1

  4. Scouting-Dashboard Scouting-Dashboard Public

    Python

  5. rajeev8008/Adaptive-Traffic-Signal-Control rajeev8008/Adaptive-Traffic-Signal-Control Public

    Adaptive Traffic Signal Control using Curriculum-Enhanced Actor-Critic RL for Multi-Objective Vehicle Prioritization

    HTML 4

  6. rajeev8008/Nebula rajeev8008/Nebula Public

    JavaScript