Projects & Architecture

Below is a directory of my engineering work, separated by scale and intent. Click into any project for a rigorous breakdown of the problem statement, feature engineering, models tested, evaluation metrics, and complete system architecture diagrams.

Machine Learning Systems

Placement Predictor ML System

Scikit-Learn Classification

An end-to-end machine learning pipeline predicting student placement outcomes based on historical and academic profiling data using Random Forest.

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Predictive Modeling for Agriculture

Feature Selection Decision Trees

Identified the single soil feature that best predicts crop type using classification models to reduce laboratory testing costs for global farmers.

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Data Analytics & Business Logic

Netflix Movies Data Analysis

Python Exploratory Data Analysis

Exploratory data analysis investigating the downward temporal trend of feature film runtimes to establish strategic production constraints.

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Data Storytelling: College Majors

Data Visualization Random Forest Regressor

Explored extreme employment and salary variance across 170+ college majors to visually guide incoming high school graduates.

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Remote Work Case Study

Business Analytics K-Means Clustering

Translated HR telemetry and productivity markers into explicit K-Means workforce segments to define optimal remote policies without relying on biased anecdotes.

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Personal Finance Automation

Google Sheets Data Engineering

Designed a dynamic dashboard standardizing transaction data from unconstrained forms to visualize metrics, trends, and financial distributions.

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LLM Systems & AI Utilities

OpenAI API Travel Assistant

OpenAI API Few-Shot Prompt Engineering

Constructed a deterministic Travel Assistant constrained heavily via few-shot injection to guarantee structured JSON output routing queries locally in Paris.

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AI Book Scanner Automation

Gemini Vision API Pipeline Engineering

Automated visual logging building a robust pipeline that extracts structured JSON metadata from shelf imagery transmitted via Telegram.

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Goal Finisher GPT

Prompt Engineering Generative AI

Developed a specialized conversational agent strictly engineered to enforce temporal guardrails and step-by-step guidance for human task completion.

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