Hi! I'm an aspiring AI Engineer & Data Analyst,
passionate about building AI solutions and leveraging data to unlock potential.

AMBRISH
MUNIRAJU

MSc Business Analytics • Queen's University Belfast

ABOUT ME

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

Ambrish Muniraju

EXPERIENCE

Professional experience in analytics and business operations.

Sept 2025 — Present

Technical Business Analyst

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.

Nov 2024 — Present

Sales Assistant

JD Sports

Customer experience and retail operations in a fast-paced environment.

Internship

Operations Analyst

Construction Firm

Digitized workforce records and created cost analysis dashboards.

EDUCATION

Academic foundation in business analytics and commerce.

Queen's University Belfast Logo

MSc Business Analytics

2023 — 2024

Queen's University Belfast

Graduated with Merit. Specialized in predictive analytics, machine learning, and data visualization techniques.

Bangalore University Logo

Bachelor of Commerce

2018 — 2021

Bangalore University

Graduated with 86.5%. Strong foundation in business fundamentals, accounting, and economics.

FEATURED ACHIEVEMENTS

🏆

1st Prize Winner – Hack the Future 2050 (Project MindLens)

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.

MindLens Team Winning Hackathon
L-R: Ambrish Muniraju, Yashwanth Mahesh, Sourav Janbandhu

SKILLS

Tools and technologies I use to transform data into insights.

🤖

Artificial Intelligence & Automation

Generative AI

LangChain, Prompt Engineering, Large Language Models (LLMs)

Workflow Automation

n8n (API Integration, Automated Data Pipelines)

Deep Learning

Natural Language Processing (NLP)

🧬

Data Science & Machine Learning

Machine Learning

Scikit-learn, XGBoost, Model Interpretability (SHAP)

Languages

Python (Pandas, NumPy), R (ggplot2, dplyr, tidyr)

Specialization

Exploratory Data Analysis (EDA), Statistical Modeling

🏗️

Data Infrastructure & Visualization

Database Management

SQL (MySQL, PostgreSQL), Data Governance

Data Visualization

Tableau, Interactive Dashboards

LET'S CONNECT

Interested in collaborating or have a question? Feel free to reach out or chat with my AI twin!

Say Hello 👋

© 2025 Ambrish Muniraju. Powered by Gemini AI

AM

AI Engineer & Data Analyst

AMBRISH MUNIRAJU

MSc Business Analytics • Queen's University Belfast

About Me

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.

Projects

EstatesLLM

“Chat with Database” AI tool. Ask natural language questions about properties, powered by LangChain & Groq (Llama 3).

LangChain Groq PostgreSQL Streamlit

Movie Success Factor Analysis

ML analysis on IMDb dataset. Achieved R² of 0.91 using XGBoost & feature engineering.

Machine Learning XGBoost Python

AI Crypto ETL Pipeline

Automated pipeline combining real-time crypto data with AI-driven reasoning to analyze price movements.

n8n Groq AI Supabase API

Customer Sentiment Analysis

NLP-powered analysis of customer review sentiment patterns & polarity.

NLP Python Sentiment

Patient Churn Prediction

Predicting healthcare attrition. Achieved 87.91% Recall using SMOTE & XGBoost.

Healthcare XGBoost SMOTE

Employee Attrition Analysis

Tableau dashboard analyzing attrition, performance metrics & demographics.

Tableau Dashboard Data Viz

Featured Achievements

🏆

1st Prize Winner – Hack the Future 2050 (Project MindLens)

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.

MindLens Team Winning Hackathon
L-R: Ambrish Muniraju, Yashwanth Mahesh, Sourav Janbandhu

Skills

🤖 LangChain
🧠 Machine Learning
📊 Tableau
🐍 Python
🗄️ SQL
⚙️ n8n Automation
📈 XGBoost
💬 NLP
☁️ Supabase
📉 Power BI
🔗 API Integration
🔍 EDA

Experience

Sept 2025 — Present

Technical Business Analyst

FLTY Services

Bridging business stakeholders and engineering teams by translating complex requirements into technical specifications.

Nov 2024 — Present

Sales Assistant

JD Sports

Customer experience and retail operations in a fast-paced environment.

Sept 2022 — June 2023

Operations Analyst (Intern)

Construction Firm

Digitized workforce records and created cost analysis dashboards.

Education

2023 — 2024

MSc Business Analytics

Queen's University Belfast

Graduated with Merit. Specialized in predictive analytics and machine learning.

2018 — 2021

Bachelor of Commerce

Bangalore University

Graduated with 86.5%. Strong foundation in business fundamentals.

Let's Connect

Interested in collaborating or have a question? Reach out or chat with my AI twin!