Hi! I'm an aspiring AI Engineer & Data Analyst,
passionate about building AI solutions and leveraging data to unlock potential.
MSc Business Analytics • Queen's University Belfast
Hi, I’m Ambrish Muniraju. I’m an aspiring Data Analyst who believes that data is only as good as the action it inspires.
I don’t just crunch numbers, I build systems that make data useful. My passion lies in bridging the gap between traditional analysis and modern AI. Whether I’m querying a database with SQL, visualising trends in Tableau, or building custom AI agents with LangChain to chat with data, my goal is always the same "to find the insight that matters".
I’m also big on efficiency. I love using tools like n8n too
Professional experience in analytics and business operations.
FLTY Services
Bridged the gap between business stakeholders and engineering teams by translating complex requirements into detailed technical specifications, resulting in increase in sprint velocity.
JD Sports
Customer experience and retail operations in a fast-paced environment.
Construction Firm
Digitized workforce records and created cost analysis dashboards.
Academic foundation in business analytics and commerce.
Queen's University Belfast
Graduated with Merit. Specialized in predictive analytics, machine learning, and data visualization techniques.
Bangalore University
Graduated with 86.5%. Strong foundation in business fundamentals, accounting, and economics.
Data science projects showcasing machine learning, analytics, and database design.
"Chat with Database" AI tool. Ask natural language questions about properties and commissions. Powered by LangChain, Groq (Llama 3) & PostgreSQL.
ML analysis (XGBoost, Random Forest) on an IMDb dataset. Found success factors like genre and runtime combinations.
Intelligent ETL pipeline using n8n that fetches crypto market data, identifies volatile coins, and uses AI to analyze price movements.
Analyzing customer review patterns to determine sentiment polarity using NLP.
Predicting patient churn using advanced machine learning models to improve healthcare retention.
Comprehensive dashboard analyzing employee attrition, performance metrics, and demographics to drive retention strategies.
Objective: Engineered a real-time visual processing system for AR smart glasses to mitigate visual sensory overload for Traumatic Brain Injury (TBI) survivors.
Innovation: Developed dynamic visual filters (vignette, peripheral blur, etc.) grounded in neuroscience research. We built a patient-centric UI with a "comfort slider" to control exposure levels, addressing a critical gap in concussion rehabilitation.
Tools and technologies I use to transform data into insights.
LangChain, Prompt Engineering, Large Language Models (LLMs)
n8n (API Integration, Automated Data Pipelines)
Natural Language Processing (NLP)
Scikit-learn, XGBoost, Model Interpretability (SHAP)
Python (Pandas, NumPy), R (ggplot2, dplyr, tidyr)
Exploratory Data Analysis (EDA), Statistical Modeling
SQL (MySQL, PostgreSQL), Data Governance
Tableau, Interactive Dashboards
Interested in collaborating or have a question? Feel free to reach out or chat with my AI twin!
© 2025 Ambrish Muniraju. Powered by Gemini AI
AI Engineer & Data Analyst
MSc Business Analytics • Queen's University Belfast
Passionate about building AI solutions & leveraging data. I bridge the gap between traditional analysis and modern AI from querying databases with SQL to building custom AI agents with LangChain.
“Chat with Database” AI tool. Ask natural language questions about properties, powered by LangChain & Groq (Llama 3).
ML analysis on IMDb dataset. Achieved R² of 0.91 using XGBoost & feature engineering.
Automated pipeline combining real-time crypto data with AI-driven reasoning to analyze price movements.
NLP-powered analysis of customer review sentiment patterns & polarity.
Predicting healthcare attrition. Achieved 87.91% Recall using SMOTE & XGBoost.
Tableau dashboard analyzing attrition, performance metrics & demographics.
Objective
Engineered a real-time visual processing system for AR smart glasses to mitigate visual sensory overload for Traumatic Brain Injury (TBI) survivors.
Innovation
Developed dynamic visual filters (vignette, peripheral blur, etc.) grounded in neuroscience research, with a patient-centric UI "comfort slider" to control exposure levels, addressing a critical gap in concussion rehabilitation.
FLTY Services
Bridging business stakeholders and engineering teams by translating complex requirements into technical specifications.
JD Sports
Customer experience and retail operations in a fast-paced environment.
Construction Firm
Digitized workforce records and created cost analysis dashboards.
Queen's University Belfast
Graduated with Merit. Specialized in predictive analytics and machine learning.
Bangalore University
Graduated with 86.5%. Strong foundation in business fundamentals.
Interested in collaborating or have a question? Reach out or chat with my AI twin!