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my little meadow of projects 🌱

33 things I've grown, from clinical LLM systems to causal studies to weekend ML experiments. New projects sprout here on their own as I push them to GitHub. The big blooms are below; pick a patch to wander through the rest.

🔍

semantic search · your phrase and every project are embedded with OpenAI, then ranked by cosine similarity ✦

explain like:

⭐ featured blooms

🛡️

Sentinel Intruder Detection System

An intruder-detection system fusing simulated Wokwi hardware sensors with computer vision (YOLO person + weapon detection, fire, and face recognition), wired to a Streamlit dashboard with real-time email alerts.

Cybersecurity
Internet of ThingsComputer Vision
🩺

Folio: Clinical Multimodal RAG

A multimodal medical-record companion unifying RAG, document understanding, speech, and vision. Consensus extraction across LLMs hit 85.1% micro-F1 with sub-2s latency.

Healthcare
Generative AIComputer Vision

KV-Cache Optimization for LLM Inference

Benchmarked KIVI quantization, TopK sparsity, SnapKV eviction & MLA on Llama-2-7B with Triton kernels, 4× cache compression, 1.93× faster decode, 3.1× peak throughput.

High Performance Machine Learning
🧬

Colon Cancer Trial Causal Analysis

End-to-end causal inference study of the Moertel (1990) colon cancer trial (n=929), evaluating average and heterogeneous treatment effects, mediation pathways, confounding bias, and external validity through transportability analyses.

Healthcare
Causal InferenceStatistical Modeling
🦅

Federal Eagle: AI Legal Assistant

A multi-agent CrewAI system for U.S. federal legal analysis: semantic USC retrieval, precedent search, elements analysis, and draft generation.

Legal
Agentic AIGenerative AI
🍲

Ruchi: Pantry-to-Plate Intelligence

AI food app for video-to-recipe extraction, pantry matching, and personalized health coaching. React + Vite + Framer Motion on Netlify.

Food & Nutrition
Generative AI

🐝 wander the patches

🏅

Just Ask Coach: NL → SQL

Full-stack RAG pipeline turning natural language into SQL and visualizations for sports performance analytics.

Sports
Generative AINLP
🎬

ReelChef: Video to Recipe

Converts cooking videos into structured recipes via a multi-stage vision-language pipeline: frame extraction, visual understanding, LLM reasoning.

Food & Nutrition
Generative AIComputer Vision
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DSI Course Evaluation

Student-built dashboard for Columbia MSDS course reviews, live Google-Sheets data, AI-summarized reviews, rankings, and side-by-side comparisons.

Education
Generative AINLP
🏃‍♀️

Prescribed Motion

AI coaching that maps fitness queries to personalized exercises via two-stage retrieval + LLM re-ranking. FastAPI, PostgreSQL, Claude.

Healthcare
Generative AI
🎶

Hey Swiftie: Emotion Verse

AI diary turning journal entries into personalized verses + music recs. DistilRoBERTa emotion, K-Means over 867 songs, FAISS RAG, GPT-4o-mini.

Social Media
NLPGenerative AI
👻

Ghost Writer: AI Blog Assistant

AI blog-post generator with DALL·E images, SEO-optimized content with customizable tone, length, and generated visuals.

Social Media
Generative AI
🔬

Dr. Pixel: Medical Image Assistant

Educational medical-image analysis with Gemini Vision, upload or camera capture, safe non-diagnostic insights with built-in disclaimers.

Healthcare
Computer VisionGenerative AI
💡

Analogy Tutor

Explains technical concepts through personalized analogies based on your interests. Interactive and friendly.

Education
Generative AI
🧒

Safe Start: Child Welfare Prediction

ML & predictive analytics framework for identifying high-risk child-welfare cases using NCANDS data.

Public SectorHuman Rights
Causal InferencePredictive AnalysisMachine Learning
🥗

Colorectal Cancer Risk Analysis

Visual analysis of how diet and lifestyle contribute to colorectal cancer risk, built in R/Shiny.

Healthcare
Statistical Modeling
👁️

Keratoconus Detection

Automated keratoconus detection using SVM and deep neural networks.

Healthcare
Computer VisionDeep Learning
🫘

Kidney Disorder Detection

Classifies CT scans into Normal/Cyst/Stone/Tumor via VGG19 & ResNet50 transfer learning, 99.2% accuracy.

Healthcare
Computer VisionDeep Learning
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Cataract Detection

Automated cataract detection using CNNs and transfer learning.

Healthcare
Computer VisionDeep Learning
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Traffic Sign Classifier

VGG16 transfer learning + fine-tuning on GTSRB, 98% accuracy across 43 classes.

Computer VisionDeep Learning
🌿

Plant Disease Detection

ResNet50 transfer learning across 38 plant-disease classes with training, evaluation, and inference tools.

Agriculture
Computer VisionDeep Learning
🚗

Car Price Prediction

Predicts used-car prices (India), 65.6% R² with XGBoost + Optuna, SHAP explainability across 4 ensembles.

Finance
Predictive AnalysisMachine Learning
🍷

Red Wine Quality Prediction

Gradient Boosting on physicochemical properties with SHAP, feature importance, and PDPs for interpretability.

Food & Nutrition
Machine Learning
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Loan Status Prediction

Production-style pipeline + Gradient Boosting for loan approval with SHAP explanations and an interactive UI.

Finance
Predictive AnalysisMachine Learning
📰

Fake News Detection

TF-IDF + Linear SVM on the WELFake dataset with a real-time credibility-prediction interface.

Social Media
NLP
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House Price Prediction

XGBoost regression on California housing with an interactive what-if explorer.

Finance
Predictive AnalysisMachine Learning
🩸

Diabetes Risk Prediction

Gradient Boosting on clinical indicators with SHAP for global and per-patient explanations.

Healthcare
Predictive AnalysisMachine Learning
🪨

Rock vs. Mine Prediction

Classifies sonar signals as rock or mine via cross-validated automated model selection.

Machine Learning
🛍️

Customer Churn Prediction

Predicts repeat-purchase behavior for food-delivery businesses and surfaces key retention drivers.

Food & Nutrition
Predictive AnalysisMachine Learning
❤️

Heart Disease Prediction

EDA, feature engineering, SMOTE for imbalance, and tuned models exploring heart-disease risk factors.

Healthcare
Predictive AnalysisMachine Learning
🤖

Android Malware Analysis

Deep neural networks combining static + dynamic analysis to detect malicious Android apps.

Cybersecurity
CybersecurityDeep Learning
🔗

Blockchain Secure Data Storage

Secure storage of encrypted medical/review data using ECDSA signatures, Proof of Work, and hash chaining.

Cybersecurity
Cybersecurity
🔐

Modular Image Encryption

A modular confusion/diffusion pipeline with swappable primitives (perm, spectral, xor, latin, inn), and a metrics harness (entropy, correlation, NPCR, UACI).

Cybersecurity
Cybersecurity

🌌 the embeddings galaxy

every project embedded and projected to 2D, so similar work sits close together. drop in something you care about and see where you land.

mapping the galaxy… 🌌