Hi, I'm Amit Pal

Data Science • Machine Learning Engineer • AI Enthusiast

Building end-to-end ML and AI systems, specializing in MLOps and Retrieval-Augmented Generation (RAG).

Profile Summary

Entry-level Data Scientist / ML Engineer with strong hands-on experience in building end-to-end ML and AI systems. Skilled in data analysis, feature engineering, model development, MLOps, and Retrieval-Augmented Generation (RAG). Experienced in deploying production-ready ML pipelines using cloud services, Docker, and CI/CD workflows.

Technical Skills

Programming

PythonSQL

Machine Learning

Scikit-learnLightGBMEDAFeature EngineeringModel Evaluation

AI / NLP

RAGEmbeddingsLLM Integration

MLOps & Backend

DockerGitHub ActionsAWSMongoDBFastAPIStreamlit

Featured Projects

Vehicle Insurance Purchase Prediction

Python, FastAPI, MongoDB, AWS, Docker

  • Production-grade ML system for predicting insurance purchase likelihood.
  • Implemented ingestion, validation, feature engineering, imbalance handling.
  • Automated CI/CD pipeline: Docker, GitHub Actions, AWS S3/EC2/ECR.

Kheti Agent API (Agri-Fintech RAG)

FastAPI, Qdrant, Groq, Redis, Whisper

  • AI-powered Agri-Fintech assistant for farmers speaking Nepali/English.
  • Integrated voice-streaming (speech-to-text to RAG to speech) using Whisper.
  • Modular backend handling Memory, Document Chunking, and KYC via MCP Servers.

Document Question Answering RAG Chatbot

Streamlit, Embeddings, LLMs

  • Chatbot for answering questions from PDF/DOCX/TXT.
  • Chunking, embeddings, vector search, conversational retrieval.

Education

B.Sc. in Computer Science and Software Engineering

Patan College of Professional Studies, Nepal

2019 – 2023 | CGPA: 2.50 / 4.0

Certifications

Data Science with Python

Certified in advanced python data science techniques.