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BriskAM/README.md

Akshit Mehta

Backend-focused software developer working with Python, Java, SQL, and web APIs. I convert notebooks and experiments into production-grade, tested, deployable systems.

I am pursuing B.Tech Information Technology at MAIT and the BS in Data Science and Applications at IIT Madras. I like building practical backend systems, ML pipelines, developer tools, and data-driven applications that are easy to run, test, and deploy.

Coursework and IIT Madras project repositories are on my education account: github.com/23f3001694

Currently

  • Backend Developer Intern experience with Django REST Framework and API migration work
  • Building ML projects as production pipelines (config-driven, tested, Dockerized, CI/CD)
  • Strengthening Java backend skills with Spring Boot, JPA, PostgreSQL, and JUnit
  • Practicing DSA and problem solving for entry-level software engineering roles

Featured Work

Machine Learning & Data

ProjectStackHighlights
BehaveGuardFastAPI, PyTorch, Next.js, scikit-learn, LSTM, TCNContinuous biometric authentication (keystroke rhythm + mouse kinematics) using multi-model score fusion (30% SVM + 35% LSTM + 35% TCN), speed-scale invariance, and real-time sandbox test environment
Comment ToxicityPython, LightGBM, scikit-learn, Docker, GH Actions4-class classifier with 66+ features, OOF target encoding, Nelder-Mead blend optimization, per-class threshold tuning — 0.817 macro F1 on 198K samples
LeafSRPyTorch, GAN, Docker, GH ActionsESRGAN-lite super-resolution pipeline for plant leaf images — Charbonnier + perceptual + FFT losses, EMA checkpointing, 8-way TTA, 7.2% MAE reduction over bicubic baseline

Backend & Full-Stack

ProjectStackWhat it shows
CortexVue 3, Flask, Celery, Redis, ChromaDB, Gemini, GemmaRAG codebase Q&A companion, dynamic repo indexing (AST-aware function/class chunking), PR & diff integration, Server-Sent Events (SSE) typewriter-style streaming
KeywayFlask, Redis, Vue 3, PostgreSQL, Docker, PBKDF2Self-hosted secrets vault with a zero-persistence model for raw decryption keys (PBKDF2-HMAC-SHA256 with 480k iterations), session-only Redis/RAM storage, outbound key health checks, and secure redirection/method constraints
StashFlask, SQLite, SQLAlchemy, Docker, Vanilla JSLightweight URL stashing utility prepended via address bar. Features trailing-slash insensitive deduplication, interactive monospace UI with checkbox status, and standalone portable HTML exports
Telegram Job ScraperPython, Gemini AI, Telegram Bot API, DockerLightweight scraper filtering job postings via Gemini AI, deduplicating records, and broadcasting alerts to Telegram channels
TDS Quiz SolverFastAPI, LangGraph, Playwright, DockerLLM agent orchestration, sandboxed code execution, browser automation, API design
Clip RewriteFastAPI, SQLAlchemy, Jinja2, DockerTemporary text/file sharing, uploads, syntax highlighting, expiration workflows

Tech I Use

Languages: Python, Java, SQL, Bash, JavaScript, HTML/CSS
ML & Data: PyTorch, scikit-learn, TensorFlow (basic), LightGBM, Pandas, NumPy, Jupyter, ChromaDB
Backend: FastAPI, Flask, Django REST Framework, SQLAlchemy, REST APIs, Celery, Redis, Pytest
Databases: PostgreSQL, MySQL, SQLite, MariaDB, MongoDB
DevOps & Tools: Git, Docker, AWS (EC2, S3), Linux, GitHub Actions (CI/CD), Postman, macOS

Links

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