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krishdatalab/README.md

Hi there, I'm Mohana Venkata Krishna πŸ‘‹

AI/ML Engineer specializing in Computer Vision, NLP, and building end-to-end Machine Learning pipelinesβ€”moving beyond notebooks into deployed systems. Final-year B.Tech CSE (AI) student at Amrita Vishwa Vidyapeetham.


πŸš€ About Me

  • πŸŽ“ Education: B.Tech in Computer Science & Engineering (AI) @ Amrita Vishwa Vidyapeetham (2023 – 2027)
  • πŸ’Ό Focus: Computer Vision, Natural Language Processing, MLOps, Data Analytics, and Big Data Systems
  • πŸ› οΈ Approach: Building scalable ML workflows from raw data collection to working model deployment
  • πŸ“ Looking for: AI/ML Engineer, Data Scientist, or Machine Learning roles (On-site, Hybrid, Remote across India)

πŸ› οΈ Tech Stack & Tools

  • Languages: Python, SQL, C/C++
  • Frameworks & Libraries: PyTorch, TensorFlow, Keras, OpenCV, YOLOv8, Hugging Face Transformers (BERT), Pandas, Scikit-learn
  • Big Data & Analytics: Apache Spark, Power BI, Microsoft Excel
  • Databases & Infrastructure: PostgreSQL, Supabase, Git, Model Context Protocol (MCP)

πŸ“Œ Featured Projects

πŸš— [Car Insurance Damage Detection]

An end-to-end YOLOv8 object detection pipeline to automatically detect and classify vehicle damage from images, streamlining manual inspection for insurers.

  • Tech Stack: Python, PyTorch, YOLOv8, OpenCV

πŸ” [Image-Text Retrieval System]

Combines OCR with BERT embeddings for semantic document search, allowing natural language queries to match scanned documents by contextual meaning rather than exact keywords.

  • Tech Stack: Python, BERT, PyTorch, OCR, OpenCV

πŸ“Š [Sentiment Analysis of Customer Support Tweets (Big Data)]

Analyzes customer support feedback at scale using distributed processing. Classifies sentiment (positive, negative, neutral) and calculates prediction reliability scores.

  • Tech Stack: Apache Spark, Python, Big Data Analytics, Power BI

πŸ›‘οΈ [Fake News Classifier]

A hybrid Markov Chain + BERT model designed to detect misinformation by capturing both statistical text patterns and deep contextual meaning.

  • Tech Stack: Python, BERT, NLP, Scikit-learn

πŸ† Hackathons & Certifications

  • ⚑ Enterprise AI & Workflow Automation Hackathon: Built Sentinel Gateway (MCP zero-trust gateway detecting tool-poisoning/metadata drift in real time) with Team Nebula Ninjas.
  • πŸš€ NitroStack MCP to the Moon Hackathon: Developed agentic workflows using MCP, Wekan, and NitroStack cloud infrastructure.
  • πŸ“œ AlgoUniversity: Dynamic Programming Camp Participation Certificate.

πŸ“¬ Connect with Me

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