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βš™οΈ ML desginer | Full-Stack Developer | Software Dev βš™οΈ

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Aizen


About Me

My work spans machine learning research, full-stack development, and industrial systems, focusing on bridging the gap between advanced engineering and functional product design

  • πŸ”¬ AI & Machine Learning Research: Developing hybrid architectures like CNN-Transformer-BiLSTM for clinical wearables and PINNs for solving fluid dynamics and Custom trading algo
  • πŸ“± Mobile & Web Development: Building high-performance platforms using Flutter and React, including AI-powered agricultural tools and food-ordering apps
  • πŸ› οΈ Systems & UI Design: Architecting real-time monitoring interfaces for Solar EV systems and large-scale system loggers
  • 🎨 Product Design: Leveraging the Adobe Suite and Figma to create high-fidelity landing pages and industrial dashboards
  • πŸ“ Based in Bhubaneswar, India: Currently pursuing a B.Tech in Computer Science at KIIT University

⚑ I enjoy turning complex technical ideas into elegant, usable products, like to work with Ml and gen ai. ---

πŸ’» Languages

AI & Data Science


Web, Mobile & Backend

Design & Tools


Academic Highlights

Research Paper Accepted

"Stock Earnings Forecasting via News Factor Analyzing Model" Accepted in Elsevier Procedia Computer Science Selected for presentation at ICMLDE 2025

Hackathon

Qualified for Round 2 – Nirman 4.0 Hackathon Silicon University

Community

Active KSRC Member for over 2 years


Featured Projects

Project Description Tech Stars
Triton Fuser Hydrodynamic Limit Order Book PINN trained on Binance L2 data, utilizing a C++ AVX2 SIMD ingestion engine (14ns/tick) and a custom OpenAI Triton fused GEMM + Softplus kernel for NVIDIA T4 GPUs. Python, PyTorch, OpenAI Triton, C++, AVX2 SIMD, CUDA Stars
Dynamic Gradient PINNs Developed a robust ResSIREN-Fourier PINN utilizing PCGrad, RAR, and Softplus Physics Anchor balancers to stabilize Navier-Stokes simulations, achieving a 32,700x forward inference speedup over OpenFOAM with near-perfect convergence (<1%). Python, PyTorch, PINNs, Machine Learning, Neural Networks Stars
AI Clot Monitoring Developed the SWAT Tier clinical-grade wearable system utilizing a Bayesian triple-encoder hybrid (CNN-Transformer-BiLSTM) and WGAN-GP data synthesis to achieve 86% Critical Recall in predicting post-surgical blood clots. Python, PyTorch, CNNs, LSTMs, Machine Learning, Deep Learning Stars
Sys Logger High-throughput system observability platform using Next.js and Flask. Architected a real-time telemetry pipeline managed via PM2 to monitor, log, and ingest millions of data points from 100+ endpoints for ML anomaly detection. Python, Flask, Next.js, PostgreSQL, PM2, Machine Learning Stars
Krishi Sahayak AI-powered Flutter agricultural platform with CNN-based crop disease detection, TFLite edge inference, weather intelligence, and ML-driven sowing recommendations via FastAPI, Supabase, and Firebase. Python, FastAPI, Flutter, CNN, TFLite, Supabase, Firebase Stars
FinReport Explainable stock earnings forecasting using NLP-based sentiment analysis on financial news and quantitative indicators; research presented at the ICMLDE Conference. Python, Pandas, Scikit-Learn, NLP, Machine Learning Stars
CamTrak Python-based computer vision application allowing users to control a computer mouse cursor and perform clicks using hand gestures via a webcam to assist disabled patients. (In development) Python, OpenCV, MediaPipe, Computer Vision Stars
Road Damage Detector Computer vision system detecting road surface damage for infrastructure monitoring and predictive maintenance. Python, OpenCV, Machine Learning, Computer Vision Stars

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🏁 Creative Work

Outside engineering I work on automotive concept art and digital posters.

  • Automotive poster compositions
  • Concept vehicle visualization
  • Diecast model collection

Design for me is not separate from engineering. It is simply engineering with aesthetics.


Kingshuk's GitHub Stats
Top Languages
GitHub Streak

"Elegance in engineering, clarity in design, precision in systems."

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  1. FinReport-Explainable-Stock-Earnings-Forecasting-via-News-Factor FinReport-Explainable-Stock-Earnings-Forecasting-via-News-Factor Public

    FinReport is a research-oriented system designed to forecast stock earnings by analyzing both technical indicators and financial news. It leverages a multi-factor model implemented in PyTorch that …

    HTML 5 4

  2. Sys_Logger Sys_Logger Public

    Forked from PiyushKBhattacharyya/Sys_Logger

    An enterprise software which monitors an stores data regarding systems information , cpu , gpu , ram network useage

    TypeScript 6

  3. Dynamic-Gradient-Balancing-Physics-Informed-Neural-Networks Dynamic-Gradient-Balancing-Physics-Informed-Neural-Networks Public

    Resolving Gradient Pathologies in Physics-Informed Neural Networks via Dynamic Gradient Surgery and Adaptive Refinement for Robust Inverse Discovery Under Noise.

    Python 7 2

  4. AI-Integration-in-Wearables-for-Clot-Monitoring AI-Integration-in-Wearables-for-Clot-Monitoring Public

    Revolutionizing Healthcare Through Smart Technology: Harnessing artificial intelligence and wearable sensor data to detect blood clots hours before they become life-threatening.

    HTML 6

  5. Triton-Fuser Triton-Fuser Public

    Triton Fuser is a systems research prototype exploring the representation of Limit Order Book (LOB) depth as a continuous fluid density field ρ ( x , t ) governed by a 1D Advection-Diffusion PDE

    Python 6 1

  6. OmniRay-AVX2-SLAM-CPU-Based-Autonomous-Model OmniRay-AVX2-SLAM-CPU-Based-Autonomous-Model Public

    A hyper-accelerated C++ AVX2 SIMD raycasting engine & closed-loop 5-layer Deep RL architecture for low-power edge robotics (<15W CPU-only). Outperforms Yamauchi frontier exploration with 84.5% map …

    Python 7 1