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thanvish21/README.md

M V Thanvish Reddy

First-year B.Tech CSE (Data Science) student who ships tested developer tools, backend services and data-science projects. Deterministic behaviour, real test suites, written docs — that's the bar for everything below.

Portfolio · Email · Kadapa / Chennai, India · Open to SWE internships


What I'm building

Project What it is
relay-flags Deterministic feature-flag engine in TypeScript — typed rules, percentage rollouts, append-only audit log, HTTP API + CLI, Docker, CI, 3 test suites.
ml-fraud-detection Real-time fraud scoring: XGBoost/LightGBM ensemble with SHAP explainability, FastAPI inference, Kafka streaming, Prometheus metrics.
algo-trading-backtester Event-driven backtesting engine — strategies, indicators, parameter optimizer, WebSocket dashboard. 7 test suites.
omnitrix Terminal dashboard and theme engine for observing AI coding-agent sessions. TypeScript.

Also: thanvish-portfolio (zero-dependency vanilla site) · python-in-22-days & java-in-22-days (interactive browser-based learning platforms) · dynamic-island (Tauri + Svelte + Rust desktop widget)

Data science projects

Every metric below is written to a reports/metrics.json by the code itself — nothing in these READMEs is hand-typed.

Project What it is
digit-recognizer-streamlit Draw a digit in the browser, get a live prediction — MNIST neural net at 97.1% test accuracy, with center-of-mass canvas normalization so hand-drawn strokes match what the model trained on.
nlp-sms-spam-classifier TF-IDF spam filter comparing Naive Bayes, LogisticRegression and LinearSVC — 0.966 F1 on held-out spam, scored on F1 rather than accuracy because only 13% of messages are spam.
ml-titanic-survival-prediction Three classifiers compared under 5-fold CV with all preprocessing inside the sklearn Pipeline, so no test-set statistics leak into training. Best holdout accuracy 85.5%.
eda-retail-sales-insights EDA over 1.07M real UCI Online Retail II transactions — KPIs, RFM segmentation and 6 charts. Finding: 13% of customers generate 55% of revenue.

Stack

TypeScript Python Java C Node.js FastAPI pandas scikit-learn NumPy Matplotlib Streamlit Docker PostgreSQL Linux Git

Currently learning

  • DSA — arrays, trees, graphs, dynamic programming; consistent problem practice
  • Backend systems — API design, caching, message queues, containerised deployment
  • Data science / ML — feature engineering, gradient boosting, model evaluation and explainability

Reach me

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