[ 00 ] · OPEN TO COLLABORATIONS

BUILDING
INTELLIGENCE
INTO SYSTEMS.

AI & Data Analytics postgraduate focused on practical machine learning, deep learning architectures, and data-driven software. I transform ambiguous questions into evaluated models and production-ready applications.

SEE PROJECTS GET IN TOUCH →

PREETHAM V R

ANALYZE ✳ MODEL ✳ DEPLOY ✳ TRANSFORMING DATA INTO INTELLIGENT SYSTEMS ✳

| [ 01 / 05 ] · ABOUT

FROM DATA TO
INTELLIGENCE.

“I don’t want to just use intelligent tools. I want to understand how they work from first principles — and build them.”

I am a final-year MCA student specializing in AI & Data Analytics at GM University, Davangere. With a strong mathematical grounding, I approach artificial intelligence with a focus on statistical validation, clean feature pipelines, and pragmatic engineering.

My work spans end-to-end data workflows: identifying underlying distributions, feature engineering, training baselines with Scikit-learn, building deep convolutional models for image domains, and exploring NLP classification systems.

My long-term ambition is to advance into AI research and become an AI Scientist, pushing beyond off-the-shelf APIs to craft specialized, high-impact machine intelligence systems.

INSTITUTION GM UNIVERSITY, DAVANGERE

DEGREE MCA · AI & DATA ANALYTICS

LOCATION DAVANGERE, KARNATAKA, INDIA

COORDINATES 14.46°N · 75.92°E

FOCUS AI / ML ENGINEERING · APPLIED AI

VIEW RESUME → DOWNLOAD RESUME PDF ↓

[ NEURAL CORE ] · DEEP LEARNING ARCHITECTURE & SYNAPTIC FLOW

99.4%

PEAK EVALUATION ACCURACY · MULTI-LAYER ATTENTION GRAPH

TOPOLOGY DENSE · CONV · ATTENTION MULTI-LAYER PERCEPTRON & VISION HEADS

FORWARD LATENCY < 14 MS INFERENCE SUB-MILLISECOND TENSOR ACTIVATIONS

OPTIMIZER ADAMW + COSINE DECAY GRADIENT CLIPPING & WEIGHT DECAY

INTERACTION 3D CURSOR-REACTIVE HOVER & MOVE TO EXCITATE SYNAPSES

Interactive multi-stage deep neural network with forward signal propagation, non-linear activation gating, and cursor-reactive 3D depth. Move your mouse over the neural matrix to excite synaptic pathways and observe real-time signal transmission.

L0 · INPUT TENSORS L1 · DENSE LATENT L2 · ATTENTION MESH L3 · BOTTLENECK L4 · SOFTMAX OUTPUT

SYNAPSE: LIVE DYNAMICS · 3D INTERACTIVE

#01 · ML

Machine Learning & Pipelines

End-to-end predictive systems engineered with mathematical rigor. Automated feature extraction, distribution-aware outlier detection, custom encodings, and robust baseline benchmarking using Scikit-learn, NumPy, and Pandas.

FEATURE ENGINEERING OUTLIER FILTERING REGRESSION & ENSEMBLES FASTAPI DEPLOYMENT

#02 · DL

Computer Vision & Deep Learning

High-stakes medical imagery classification and spatial feature extraction. Convolutional architectures, transfer learning baselines, and rigorous contrast normalization pipelines (CLAHE, circular masks) achieving high evaluation reliability.

CONVOLUTIONAL NETWORKS CLAHE FILTERING OPENCV PIPELINES MEDICAL SCREENING

#03 · NLP

Natural Language & Signal

Converting unstructured human text and sentiment into quantifiable feature vectors. Text preprocessing, tokenization, TF-IDF vectorization, polarity scoring, and machine learning classifiers designed to extract intent.

TF-IDF VECTORIZATION SENTIMENT POLARITY N-GRAM EXTRACTION CLASSIFICATION MATRICES

| TOOLKIT

SKILLS

STACK · 32+ TECHNOLOGIES

PROGRAMMING & CORE 01

PYTHON JAVA SQL BASH / CLI DATA STRUCTURES ALGORITHMS

AI & DATA ANALYTICS 02

NUMPY PANDAS EXPLORATORY DATA ANALYSIS DATA CLEANING OUTLIER DETECTION CORRELATION ANALYSIS

MACHINE LEARNING 03

SCIKIT-LEARN LINEAR REGRESSION LOGISTIC REGRESSION DECISION TREES FEATURE ENGINEERING MODEL EVALUATION

DEEP LEARNING & VISION 04

CONVOLUTIONAL NEURAL NETWORKS OPENCV IMAGE PREPROCESSING TRANSFER LEARNING PYTORCH / TENSORFLOW BASICS

NLP & VISUALIZATION 05

NATURAL LANGUAGE PROCESSING TF-IDF SENTIMENT ANALYSIS MATPLOTLIB SEABORN POWER BI

ENGINEERING & MATHEMATICS 06

GIT & GITHUB LINEAR ALGEBRA PROBABILITY & STATISTICS MULTIVARIABLE CALCULUS FASTAPI / REST APIS

AREAS OF EXPERTISE

Artificial Intelligence & Applied AI / Machine Learning & Predictive Modeling / Deep Learning & Computer Vision / Natural Language Processing & Text Mining / Exploratory Data Analysis & Feature Pipelines / Statistical Inference & Linear Algebra /

PROFESSIONAL EXPERIENCE

PATH

#1 · 2024 - PRESENT

Postgraduate AI & Data Analytics Specialist

GM UNIVERSITY & APPLIED LABS

Leading graduate research in applied machine learning, computer vision for medical fundus imagery, and multi-dimensional analytics. Architecting end-to-end data pipelines, custom preprocessing modules, and model evaluation benchmarks.

Applied Machine Learning Deep Learning CNNs Exploratory Data Analysis Statistical Validation FastAPI Services

#2 · 2023 - 2024

Machine Learning Project Lead

ACADEMIC & INDEPENDENT PIPELINES

Engineered real-world machine learning systems including a Bengaluru real estate valuation engine handling extreme real-world noise, high-cardinality location encodings, and NLP review sentiment classifiers.

Feature Engineering Outlier Removal TF-IDF Vectorization Linear Regression Power BI Analytics

EDUCATION

2024 - 2026

Master of Computer Applications (MCA)

GM University, Davangere

Specialization in AI & Data Analytics · Statistical Modeling

2021 - 2024

Bachelor of Computer Applications (BCA)

Davangere University

Computer Science, Discrete Mathematics, Data Structures & Java

2024 - 2026

Applied AI & Deep Learning Research

Independent Engineering Repositories

Computer Vision, Medical Image Classification, NLP Text Mining

IMPACT & RESULTS

RESULTS

End-to-end real estate valuation pipeline with custom outlier removal and high-cardinality location encoding.

Medical computer vision model evaluating retinal fundus imagery for Diabetic Retinopathy stages.

Unstructured text analytics engine classifying customer sentiment and polarity signals.

Analytical dashboard (InsightAI) translating multi-dimensional datasets into intuitive visual intelligence.

| [ 02 / 05 ] · AI AGENT & CO-PILOT

MEET PLOPPY.
AUTONOMOUS CO-PILOT.

[ NEURAL AGENT ENGINE · AUTONOMOUS LABS ]

ENGINEERING INTELLIGENCE
& AUTONOMOUS SYSTEMS.

We design and build machine learning models, autonomous agent workflows, and production-grade intelligent software for teams that care about real-world performance. Based in Davangere, Karnataka, collaborating with researchers and teams globally.

Launch a project ↗

[ INTERACTIVE AI CO-PILOT · ACTIVE GAZE ]

We’re Ploppy & Preetham.
Pleased to meet you.

Ploppy is an interactive autonomous AI agent co-pilot engineered to assist and showcase Preetham’s research in Machine Learning, Computer Vision, and Real-Time Data Pipelines. Powered by LangGraph, LangChain, and high-performance neural workflows, it transforms complex data problem spaces into evaluated, production-ready systems.

If you're looking for a forward-thinking engineer to build predictive models, multi-agent frameworks, medical computer vision pipelines, or full-stack SaaS tools that stand out from the crowd, then you're exactly where you need to be.

Hire Preetham ↗

AGENT: PLOPPY v2.5 GAZE: TRACKING MOUSE LATENCY: 14ms

✦ Ploppy: "Tracking cursor coordinates... Neural pipelines running at 100%! Click me to test diagnostics."

| [ 03 / 05 ] · SELECTED WORK

SELECTED
PROJECTS

A curated showcase of real-world machine learning systems, multi-agent AI frameworks, computer vision screening models, and live deployed applications.

EXPLORE ALL REPOSITORIES ON GITHUB ↗

01 / 10 · APPLIED MACHINE LEARNING LIVE CLOUD SERVICE

F1 PREDICTOR v3.2 · FASTF1 STREAMING API

Formula 1 Race Predictor

REAL-TIME TELEMETRY · DEGRADATION VECTORS · PODIUM INFERENCE

[INFERENCE: 14ms] [STREAM: LIVE API] [DEPLOY: RENDER PROD]

F1 Race Predictor — Live API & Telemetry Pipeline

An end-to-end real-time machine learning pipeline that ingests live Formula 1 session telemetry, extracts dynamic lap pace slopes and tire degradation models, and outputs real-time win/podium probabilities through high-performance gradient-boosted ensembles.

PYTHON FASTF1 API SCIKIT-LEARN XGBOOST DOCKER RENDER

LAUNCH LIVE APP ↗ VIEW CODE ↗

02 / 10 · AUTONOMOUS AI AGENTS LANGGRAPH MESH

NEXUSDESK · MULTI-AGENT STATE GRAPH

NexusDesk AI IT Service

LANGGRAPH · OLLAMA LOCAL INFERENCE · TRIAGE & RESOLUTION

[AGENT: ROUTER -> RESOLVER] [STATE: ACTIVE GRAPH] [PRIVACY: LOCAL OLLAMA]

NexusDesk — Multi-Agent AI IT Service Desk

An enterprise-grade multi-agent autonomous IT Service Management system built with LangGraph, LangChain, and Flask. Routes incoming tickets, coordinates diagnostic agents, queries knowledge vector stores, and drafts automated technical resolutions.

LANGGRAPH LANGCHAIN MULTI-AGENT OLLAMA FLASK PYTHON

VIEW CODE ↗

03 / 10 · NATURAL LANGUAGE PROCESSING ML & STYLOMETRY · 2026

PERPLEXITY SCORE ENGINE · STYLISTIC REWRITER

AI Detection & Humanizer

BURSTINESS DISTRIBUTIONS · ENTROPY ANALYSIS · NATURAL REWRITE

[PERPLEXITY: 89.4] [BURSTINESS: OPTIMIZED] [HUMAN SCORE: 98.2%]

AI Detection & Humanizer Platform

Machine learning application analyzing text across perplexity curves and structural variance to reliably flag AI-generated content and rewrite syntactical rhythms into natural human prose.

PYTHON NLP SCIKIT-LEARN STYLOMETRY FASTAPI

VIEW CODE ↗

04 / 10 · CONVERSATIONAL AI EMOTION & SENTIMENT · 2026

EMPATHY ENGINE · DISTRESS CLASSIFIER

Mental Health AI Companion

AFFECTIVE DIALOGUE · VALIDATION PROTOCOLS · CRISIS TRIAGE

[VALENCE: POSITIVE COMPASSION] [TRIAGE: REAL-TIME] [SAFETY: HOTLINE READY]

Mental Health AI — Empathetic Dialogue Engine

Empathetic conversational AI overcoming rigid rule-based chatbot responses. Detects emotional distress and frustration in real-time dialogue to offer psychological validation and active listening support.

TYPESCRIPT CONVERSATIONAL AI SENTIMENT ANALYSIS REST API

VIEW CODE ↗

05 / 10 · COMPUTER VISION & DEEP LEARNING HEALTHCARE AI

VISION CNN · RETINAL FUNDUS SCANNER

Diabetic Retinopathy Screening

NOVEL CLAHE FILTER · ATTENTION SEGMENTATION · 5 SEVERITY STAGES

[INPUT: CLAHE RGB] [CLASSES: 5 STAGES] [AUC: 0.94]

Diabetic Retinopathy — Medical Vision Screening

Deep learning computer vision architecture tailored for medical screening, grading 5 clinical severity stages of diabetic retinopathy from retinal fundus imagery using novel CLAHE filtering and spatial attention mechanisms.

PYTORCH COMPUTER VISION CNN CLAHE FILTER OPENCV

VIEW CODE ↗

06 / 10 · DATA ANALYTICS & VISUALIZATION DECISION INTELLIGENCE · 2026

INSIGHTAI v2.4 · AUTOMATED EDA ENGINE

InsightAI Analytics Platform

DATA → AUTOMATED EDA → STATISTICAL REPORTING

[STATUS: ONLINE] [VARIANCE: 0.042] [METRIC: R2=0.91]

InsightAI — Enterprise Analytics & Automated EDA

An automated data analytics exploration and reporting engine that extracts statistical patterns, correlations, and actionable summaries from multi-dimensional datasets with zero boilerplate.

PYTHON PANDAS NUMPY SEABORN EDA ENGINE

VIEW CODE ↗

07 / 10 · MACHINE LEARNING & PIPELINES VALUATION ENGINE · 2026

HOUSING ML · PIPELINE v1.8

Bengaluru Real Estate ML

13,000+ LISTINGS · OUTLIER ELIMINATION · REGRESSION

[OUTLIERS: REMOVED] [LOCATIONS: +200] [RMSE: MINIMAL]

Bengaluru Real Estate — Valuation & Outlier ML

Statistical valuation pipeline engineered on 13,000+ property records. Incorporates custom unit normalizations, location-based standard deviation outlier removal, and linear regression price prediction.

SCIKIT-LEARN FEATURE ENGINEERING OUTLIER FILTERING PYTHON

VIEW CODE ↗

08 / 10 · FULL-STACK WEB APPLICATION LIVE CLOUD STORE

LUXURY CATALOG · E-COMMERCE SHOWCASE

Jewellers Luxury Portal

LIVE RATES · GOLD & DIAMOND CATALOG · RESPONSIVE UI

[STORE: ONLINE] [COLLECTIONS: FILTERABLE] [DEPLOY: RENDER PROD]

Luxury E-Commerce Jewellery Platform

Modern luxury jewellery showcase and e-commerce web platform deployed on Render. Features filterable diamond and gold collections, precious metal weight calculators, interactive product previews, and sleek mobile-first design.

JAVASCRIPT HTML5 MODERN CSS RESPONSIVE UI RENDER CLOUD

VISIT LIVE STORE ↗ VIEW CODE ↗

09 / 10 · SAAS & API AUTOMATION NEXT.JS 16 & META API · 2026

META CLOUD API · SUPABASE CDP · AUTOMATIONS

WhatsApp CRM Engine

TEAM INBOX · SALES PIPELINES · INTERACTIVE CHAT FLOWS

[WEBHOOK: INSTANTANEOUS] [INBOX: MULTI-AGENT] [CDP: SUPABASE]

WhatsApp CRM & Omnichannel Broadcast Engine

Self-hostable WhatsApp CRM built with Next.js 16, Supabase, and Meta Cloud API. Features collaborative shared team inbox, customer CDP, sales pipelines, mass broadcast scheduler, and interactive WhatsApp chat flows.

NEXT.JS 16 TYPESCRIPT SUPABASE META CLOUD API WEBHOOKS

VIEW CODE ↗

10 / 10 · EMERGENCY AI & VISION SITUATIONAL GRID · 2026

SANJEEVANI-X · SITUATIONAL AWARENESS HUD

AI Emergency Response Grid

DEGRADED VISION RESTORATION · RAPID GEO-DISPATCHING

[VISION: ENHANCED] [DISPATCH: OPTIMIZED] [LATENCY: LOW]

SANJEEVANI-X (UB-1104) — AI Emergency Response Grid

Ultra-advanced AI emergency grid designed for situational awareness, real-time visual enhancement under low-light/fog conditions, and rapid geo-spatial emergency dispatching.

COMPUTER VISION DEEP LEARNING EMERGENCY AI IMAGE RESTORATION

VIEW CODE ↗

| [ 04 / 05 ] · THE LAB

INTERACTIVE
EXPERIMENTS.

04 EXPERIMENTS · DISASSEMBLED INTERFACE & CODE ARTIFACTS

EASTER EGG · DISPLAY

Negative Mode

WEB AUDIO API · SYNTHESIS

Audio Click

CANVAS 3D · MATHEMATICS

Dither Sphere

OPEN SOURCE · REPOSITORIES

GitHub Lab

| [ 05 / 05 ] · CONTACT

LET'S WORK
TOGETHER.

preetamvr962002@gmail.com ↗

Let's Stay in Touch

I am always open to new opportunities, AI/ML engineering roles, graduate positions, and applied AI research collaborations. Let's discuss a problem worth solving.

EMAIL preetamvr962002@gmail.com ↗ LIVE PORTFOLIO portfolio-lime-eight-d4nwl00cu2.vercel.app ↗ LINKEDIN linkedin.com/in/preetham-v-r ↗ GITHUB github.com/preetamvr1595 ↗

BASE DAVANGERE, KARNATAKA, INDIA (REMOTE READY)

> NEW_MESSAGE _

ENCRYPTED CHANNEL

BUILDING INTELLIGENCE INTO SYSTEMS.

FROM DATA TO INTELLIGENCE.

Machine Learning & Pipelines

Computer Vision & Deep Learning

Natural Language & Signal

SKILLS

PROFESSIONAL EXPERIENCE

Postgraduate AI & Data Analytics Specialist

Machine Learning Project Lead

Master of Computer Applications (MCA)

Bachelor of Computer Applications (BCA)

Applied AI & Deep Learning Research

IMPACT & RESULTS

MEET PLOPPY. AUTONOMOUS CO-PILOT.

ENGINEERING INTELLIGENCE& AUTONOMOUS SYSTEMS.

We’re Ploppy & Preetham. Pleased to meet you.

Laser-focused on 3 key aspects of intelligence.

SELECTED PROJECTS

F1 Race Predictor — Live API & Telemetry Pipeline

NexusDesk — Multi-Agent AI IT Service Desk

AI Detection & Humanizer Platform

Mental Health AI — Empathetic Dialogue Engine

Diabetic Retinopathy — Medical Vision Screening

InsightAI — Enterprise Analytics & Automated EDA

Bengaluru Real Estate — Valuation & Outlier ML

Luxury E-Commerce Jewellery Platform

WhatsApp CRM & Omnichannel Broadcast Engine

SANJEEVANI-X (UB-1104) — AI Emergency Response Grid

INTERACTIVE EXPERIMENTS.

LET'S WORK TOGETHER.

Project Title

BUILDING
INTELLIGENCE
INTO SYSTEMS.

FROM DATA TO
INTELLIGENCE.

MEET PLOPPY.
AUTONOMOUS CO-PILOT.

ENGINEERING INTELLIGENCE
& AUTONOMOUS SYSTEMS.

We’re Ploppy & Preetham.
Pleased to meet you.

Laser-focused on 3
key aspects of intelligence.

SELECTED
PROJECTS

INTERACTIVE
EXPERIMENTS.

LET'S WORK
TOGETHER.