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Ramu Kumar

Intern Machine Learning Engineer specializing in NLP, RAG, and deepfake detection

Guwahati, IndiaResearch Intern - Deepfake Detection1 years experienceInternEducationHealthcare ITTechnology
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About

Early-career (fresher) candidate who built and deployed a production AI medical document chatbot using a RAG architecture (LangChain + Hugging Face LLM + Pinecone) with a Flask backend on AWS EC2 via Docker. Has experience troubleshooting real deployment constraints (model dependencies, disk space, container stability) and setting up continuous-style evaluation with fixed query test sets tracking relevance, latency, and error rate.

Experience

Research Intern - Deepfake DetectionIIT Guwahati
App DeveloperStudent’s Web Committee, IIT Guwahati
Welfare SecretaryHMC, Disang Hostel, IIT Guwahati

Education

Indian Institute of Technology Guwahatibachelor, Civil Engineering

Key Strengths

  • Built and deployed a production medical document Q&A chatbot using RAG (LangChain + Hugging Face + Pinecone)
  • Hands-on AWS EC2 + Docker deployment experience (dependency management, disk space, container stability)
  • Practical retrieval tuning (document chunking and relevance optimization)
  • Reliability-focused evaluation approach using representative test sets and tracking relevance, latency, and error rate

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Languages

English

Skills

Amazon Web Services (AWS)AWS ECSAWS ECRAWS MSKApplied MathematicsCharacter EmbeddingsConvolutional Neural Networks (CNN)Cross-domain EvaluationCross-forgery EvaluationData PreprocessingData Structures and AlgorithmsDatabase Management Systems (DBMS)Deep LearningDimensionality ReductionDocker