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thinkiamparanoid2/README.md

Ishmam Rashid Bhuiyan

Final-year Computer Science student at BRAC University, Dhaka. I work on reliable machine learning and quantum computing: careful benchmarks, calibrated uncertainty, and honest comparisons between classical and quantum models.

  • πŸ”¬ Current focus: variational quantum circuits, conformal prediction, and continual learning.
  • 🎯 Aspirations: graduate study (M.S. / Ph.D.) in AI/ML and quantum computing.

Core Technical Stack

Python C++ JavaScript PyTorch Qiskit PennyLane scikit-learn RDKit


Research

Each of these began as a result and turned into a finding about the method behind it. The controls were built so that they could fail, and where they did, that is what the repository reports.

  • crop-fusion-bench β€” image and greenhouse-sensor fusion for crop-disease diagnosis, with a parameter-matched 8-qubit VQC head against its classical twin. The headline is an audit of the benchmark itself: 98% of test samples share a sensor recording with training, and a lookup table on that recording reaches 94.0% test accuracy with no learning at all, against the trained sensor model's 94.4%.

  • prototype-aggregation-cl β€” which prototype rules keep a continual learner from collapsing, over 120 controlled cells. Projecting into 10,000 dimensions does not prevent collapse, and bounded aggregation alone only partly does; hyperdimensional computing matches an exact-median learner while keeping one vector per class instead of every sample it has seen.

  • hcc-kinase-conformal-screen β€” conformal applicability domains for virtual screening of natural products against three liver-cancer kinases. The domain filter turns out to depend on a tolerance parameter that published work rarely states: at the value used here it switches itself off on two of three targets, admitting the whole library as "in domain".


Builds

  • Quantum Physics Lab β€” 84 interactive lessons in five tracks, in the browser, in vanilla JavaScript with zero build dependencies: wave-particle duality, Bell tests, Bloch sphere visualisations and surface-code error correction, with experiments run on IBM's ibm_kingston processor. Live site

  • Compiler Design β€” a C compiler frontend: lexical analysis (Flex), LALR parsing (Bison), scope-nested symbol tables, type checking, and three-address code generation.

  • Personalizer β€” offline-first PWA workspace for academic tracking and credential management, with a stale-while-revalidate service worker and Firestore persistence.

  • SiteForge β€” construction resource planning: inventory tracking, procurement workflows, BOQ generation and field workforce management, on Node.js, Express and MySQL.

  • Vector Velocity β€” a 3D arcade racing engine written from scratch in Python and PyOpenGL, with procedural tracks, raycast collision physics and waypoint-driven AI opponents.


Contact

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