Harish Nandhan
πŸ‘‹ Welcome to my portfolio

Hi, I'm Harish Nandhan

Data Scientist @ Ramsi

MS Data Science @ CU Boulder | Building Scalable ML Pipelines, RAG & GenAI Applications

About Me

Get to know the person behind the code

Harish Nandhan

Harish Nandhan Shanmugam

Data Scientist @ Ramsi

Boulder, Colorado
MS Data Science @ CU Boulder
Seeking full time positions starting from May 2026

I turn messy data into clear insights, dashboards and decisions and when needed, I let a bit of AI do the heavy lifting πŸ€–πŸ“Š I've worked across data analytics, data science, ML and data engineering, building things that actually get used (not just trained and forgotten). I like solving real business problems, automating boring work and making data understandable for humans πŸ™‚

16+
Projects
30+
Technologies
4
Internships

Skills & Technologies

The tools and technologies I use to bring ideas to life

Programming Languages

🐍Python
πŸ“ŠR
⚑C++
SQL
🟨JavaScript
🌐HTML
🎨CSS

Databases & Data Warehousing

🐬MySQL
🐘PostgreSQL
πŸƒMongoDB
FAISS
Pinecone
Chroma
Weaviate
❄️Snowflake
BigQuery
Redshift
πŸ”΄Redis

Data Engineering

Apache Spark
Apache Kafka
🐘Hadoop
dbt
🧱Databricks
Airflow
ETL Pipelines
Data Modeling

ML & GenAI

πŸ”¬Scikit-Learn
🧠TensorFlow
πŸ”₯PyTorch
πŸ”·Keras
πŸ”—LangChain
LangGraph
RAG
Agentic AI
LLM Fine-tuning
πŸ€—Hugging Face
CrewAI
Autogen
N8N

Cloud & DevOps

AWS
Azure
GCP
Docker
☸️Kubernetes
πŸ”§Jenkins
MLOps
CI/CD

Frameworks & Tools

Flask
FastAPI
REST APIs
β—ˆGraphQL
🎈Streamlit
MLFlow

Analytics & Visualization

πŸ”’NumPy
🐼Pandas
πŸ“ˆMatplotlib
Seaborn
Plotly
πŸ“ŠPower BI
πŸ“‰Tableau
πŸ“—Excel

Analytical Skills

EDA
βš–οΈA/B Testing
Hypothesis Testing
Feature Engineering
Predictive Analytics
NL2SQL
Prompt Engineering

Projects

A showcase of my work in data science, ML, and AI

Supply Chain Analytics Platform
Data Engineering

Supply Chain Analytics Platform

Real-time supply chain monitoring and ML-powered delivery prediction system. End-to-end data pipeline extracting shipment data from Google Sheets, processing through Kafka and MongoDB, transforming with dbt, storing in BigQuery.

πŸ’‘ Complete streaming pipeline with ML-powered delivery predictions

KafkaMongoDBdbtBigQuery+2
SentiStream - Real-time Sentiment Analyzer
Data Engineering

SentiStream - Real-time Sentiment Analyzer

Real-time sentiment analysis streaming pipeline that processes and analyzes text data for sentiment classification at scale.

πŸ’‘ Live sentiment monitoring and analysis

PythonKafkaNLPStreaming+1
RedFlag Relay - Fraud Detection
Data Engineering

RedFlag Relay - Fraud Detection

Lightweight real-time fraud detection and alerting prototype using Kafka, MongoDB, and Python. Streaming pipeline that produces synthetic transactions, evaluates them with fraud rules, and sends email alerts.

πŸ’‘ Real-time fraud detection with automated alerting

KafkaMongoDBPythonStreaming+1
Data Science Learning Repository
Data Engineering

Data Science Learning Repository

Comprehensive collection of my learnings and implementations in Data Science and Analytics

πŸ’‘ Structured knowledge base for DS concepts

PythonPandasNumPyScikit-Learn
Denver Airport Workload Analysis
Data Analytics

Denver Airport Workload Analysis

Task Insights and Workload Overview Analysis for Denver International Airport

πŸ’‘ Optimized task allocation and resource planning

PythonData AnalysisVisualizationPower BI
Atliq Hardware Analytics
Data Analytics

Atliq Hardware Analytics

Sales & Finance Analytics Reports for Atliq Hardware

πŸ’‘ Data-driven insights for business decisions

ExcelPower BIData Analysis
SQL-LLM: Voice-Driven SQL Assistant
LLM-RAG-GenAI

SQL-LLM: Voice-Driven SQL Assistant

Intelligent voice-powered assistant for querying SQL databases using natural language. Speak your question, and the app transcribes speech, generates SQL using LLM, executes it, and displays results with automatic visualizations.

πŸ’‘ Natural language to SQL with voice interface

PythonLLMSpeech RecognitionSQL+1
AI Medical Diagnostics System
LLM-RAG-GenAI

AI Medical Diagnostics System

Intelligent medical diagnostics assistant powered by EuriAI and LangGraph that analyzes symptoms and provides preliminary diagnostic suggestions with treatment recommendations.

πŸ’‘ AI-powered preliminary medical diagnosis

PythonLangGraphEuriAILLM+1
PDF Knowledge Extraction RAG Bot
LLM-RAG-GenAI

PDF Knowledge Extraction RAG Bot

Powerful RAG chatbot for uploading PDF documents and asking questions about their content. Built with Streamlit, FAISS for vector search, and EURI API for embeddings and chat completions.

πŸ’‘ Intelligent document Q&A with RAG

PythonRAGFAISSStreamlit+1
LLM Benchmark Studio
LLM-RAG-GenAI

LLM Benchmark Studio

Performance comparison and benchmarking analysis of various Large Language Models

πŸ’‘ Systematic evaluation framework for LLM selection

PythonLLMsBenchmarkingAnalytics
Medical Chatbot - LLAMA 2
LLM-RAG-GenAI

Medical Chatbot - LLAMA 2

AI-powered medical chatbot using LLAMA 2 for healthcare queries

πŸ’‘ Accessible medical information assistant

PythonLLAMA 2LangChainRAG
EduAI - Text to Video
LLM-RAG-GenAI

EduAI - Text to Video

Transformer-based model for generating educational videos from text

πŸ’‘ Automated educational content creation

PythonTransformersGenAIVideo Generation
Pneumothorax Segmentation
ML & DL

Pneumothorax Segmentation

Deep learning model for medical image segmentation to detect pneumothorax

πŸ’‘ Automated detection for faster diagnosis

PythonTensorFlowComputer VisionU-Net
BMI from Facial Images
ML & DL

BMI from Facial Images

Predicting Body Mass Index using facial image analysis with deep learning

πŸ’‘ Non-invasive health metric estimation

PythonDeep LearningComputer VisionCNN
Pneumonia Classification
ML & DL

Pneumonia Classification

Deep learning healthcare project for pneumonia detection from chest X-rays

πŸ’‘ Improved diagnostic accuracy

PythonTensorFlowMedical ImagingCNN
Student Performance Predictor
ML & DL

Student Performance Predictor

ML model to predict student academic performance based on various factors

πŸ’‘ Early intervention for at-risk students

PythonScikit-LearnFlaskML

Experience & Education

My journey in data science and technology

Work Experience

September 2025 – Presentβ€’Internship

Data Science Intern

Ramsi (formerly PricingService.ai)

Boulder, CO
  • β–ΉEnhanced hotel revenue performance and reporting efficiency by 40% through a high-performance RAG-powered pricing engine, enabling revenue managers to query AWS-hosted hotel data conversationally and generate real-time insights
  • β–ΉDesigned scalable data pipelines and vector-based retrieval systems using FAISS, Google Gemini Flash 2.5 and LangChain - FastAPI integration for automated SQL generation, visualization, and summary generation
  • β–ΉBoosted dynamic pricing accuracy and customer engagement by developing an LLM listing tool that leverages Perplexity search and Firecrawl web crawlers to detect high-impact hotel events
  • β–ΉEngineered event summarization and integration pipelines that feed insights into the pricing engine, improving rate optimization and client hotel bookings by up to 25%
June 2025 – November 2025β€’Internship

AI Engineer Intern

beaconAI - Business and Consulting

Denver, CO
  • β–ΉAccelerated client acquisition by 4X through the development of an AI Implementation Intelligence platform using RAG architecture that delivers personalized consulting insights by scraping and analyzing lead websites
  • β–ΉImproved solution relevance and user engagement by engineering an NLP-driven, context-aware recommendation engine tailored to client-specific operational challenges using FAISS, OpenAI/Llama LLMs, and web scraping pipelines
  • β–ΉOptimized data flow and storage efficiency by integrating Kafka, Airflow, and AWS S3, ensuring seamless ingestion, transformation, and retrieval across distributed systems
June 2023 – July 2023β€’Internship

Data Science Intern

LetsGrowMore Edutech Startup

Jasra, Uttar Pradesh, India
  • β–ΉConstructed an Admission Predictor Module by analyzing scores in Physics, Chemistry, and Mathematics, streamlining the admission prediction process for Tamil Nadu Engineering Admissions
  • β–ΉOrchestrated the extraction of datasets from AWS S3 and conducted comprehensive automated EDA using Summarytools and SweetViz, resulting in actionable insights which enhanced model performance by 25%
  • β–ΉBuilt and Deployed a prediction model utilizing KNN and Random Forest Classifier, achieving 94.3% accuracy for college admissions predictions
January 2023 – April 2023β€’Internship

Data Science Engineering Intern

Plumb5 Analytics

Bengaluru, India
  • β–ΉIncreased decision-making speed by 40% by building an interactive Power BI dashboard and a competitor insight system using Naive Bayes and Plotly
  • β–ΉHelped the marketing team spot campaign issues and identify gaps versus key competitors like Amberity and Treasure Data
  • β–ΉDoubled email campaign efficiency by designing a custom email template builder inspired by Beefree.io, reducing reliance on third-party tools and saving $133/month

Education

August 2024 – May 2026

Master of Science in Data Science

University of Colorado Boulder

Boulder, CO, USA
GPA: 4.0

Focus on Machine Learning, AI Systems, and Data Engineering

August 2020 – May 2024

Bachelor of Science in Artificial Intelligence and Machine Learning

Anna University

Chennai, India
GPA: 3.94

Specialized in AI/ML fundamentals, Deep Learning, and Computer Vision

Events & Conferences

Colorado Startup Week

Colorado Startup Week

Click to view LinkedIn post

Snowflake Data for Breakfast

Snowflake Data for Breakfast

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DSSA Hackathon - CU Boulder

DSSA Hackathon - CU Boulder

Click to view LinkedIn post

AI & ML in Big Data Processing Conference

AI & ML in Big Data Processing Conference

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RISC-V International Symposium - IIT Madras

RISC-V International Symposium - IIT Madras

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Get In Touch

Have a project in mind? Let's work together!

Let's Connect

I'm always open to discussing new projects, creative ideas, or opportunities to be part of your vision. Feel free to reach out!

Location

Boulder, Colorado

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