System Active: Bengaluru, India

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I enjoy building AI/ML systems and agents end-to-end, with a focus on reliability, evaluation, and QA-driven validation. I work across model development, APIs, and testing to ensure intelligent systems behave consistently in real-world scenarios.

Outside of building, I explore AI research, experiment with models, and refine my understanding of ML systems.

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02 // Professional_Log

Aug 2025 β€” Oct 2025

Machine Learning Trainee

Amazon ML Summer School

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  • _ Built machine learning models on datasets with 10K+ samples using feature engineering and hyperparameter tuning.
  • _ Implemented evaluation pipelines using accuracy, precision, recall, and F1-score.
  • _ Focused on model validation, performance tracking, and improving generalization.
Python Machine Learning Data Cleaning Feature Engineering Model Evaluation AI Deep Learning Data Analysis

03 // Project_Deployments

Technical Manifest

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AI System LLM Router

AI Gateway β€” Smart LLM Router

A lightweight AI gateway that routes every prompt to the right LLM, balancing cost, speed, and quality. Uses dual-backend intent classifier (Embedding+NN / TF-IDF) to route to Fast Model (Llama 3.1 8B) or Capable Model (Gemini 1.5 Flash).

Python Machine Learning LLMs AI Integration FastAPI GitHub Gemini Llama 3.1
Intelligent Routing
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description
AI System kramaAI

Intelligent Document Processing

OCR and VLM-based entity extraction. Built FastAPI pipeline to convert scanned documents into structured JSON outputs.

Python VLMs LLMs OCR AI MongoDB Backend RAG
Production Ready
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Microscopic cancer cell analysis visualization
Deep Learning AI - Cytomind

Bone Marrow Cancer Detection

AI-based bone marrow cancer detection using CNN + Vision Transformer hybrid architecture. Improved generalization by 25% through advanced training and evaluation techniques.

Python Machine Learning Model Development Data Cleaning FastAPI MongoDB PyTorch
Grad-CAM++ Explainability
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shield
AI Research VeriScope

AI-Powered Research Assistant

Full-stack research assistant β€” analyzes text and URLs to detect misinformation using Gemini AI, and generates structured research papers with AI-driven content drafting.

Python LLMs PyTorch FastAPI Next.js 15 Gemini AI Genkit RAG
Live on Vercel
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QA Automation VeriScope Testing

Automated QA Framework

End-to-end QA automation suite for the VeriScope research tool. Built with Selenium WebDriver and Java, covering UI regression, functional flows, and cross-browser validation with automated screenshots.

Selenium Java Maven ChromeDriver Test Automation CI/CD E2E Testing Regression API Testing
E2E Testing
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store
Freelance E-Commerce

SJ Technologies β€” Store Platform

A modern, full-stack e-commerce platform for selling refurbished smartphones and laptops. Features glassmorphism UI, admin dashboard with inventory management, sales tracking, and WhatsApp integration.

React.js Node.js MongoDB Tailwind CSS Express.js JavaScript REST APIs Full-Stack
Full-Stack Platform
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Ready to collaborate?

I take on applied AI systems, ML models, and agents with QA-driven evaluation. Open to Applied AI and ML, SDET, QA rolesΒ  Β  Β  Β  Β  β€”feel free to reach out.

manjuss0409@gmail.com arrow_outward