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davinmaritza/README.md

Davin Maritza Alfarrezal

I engineer production cloud infrastructure, distributed systems, and applied AI applications.

Currently working as a Network Engineer at Phantomic Host, managing cloud infrastructure, bare-metal server provisioning, and network routing policies. Outside of core systems engineering, I build quantitative machine learning systems, autonomous multi-agent pipelines, and virtualization orchestrators.


Featured Projects

  • DareFX
    Institutional-grade autonomous AI forex auto-trader for EUR/USD. Combines supervised machine learning with Marcos López de Prado's Triple Barrier labeling, Purged Walk-Forward Cross Validation, and Deflated Sharpe Ratio (DSR) statistical testing, delivering a 2.95 annualized Sharpe Ratio and +30.31% out-of-sample return over 4,519 daily bars.

  • Crybaby
    Distributed Windows 11 PC cluster orchestrator and client Hyper-V remote virtualization manager. Pools consumer desktop hardware into an encrypted WireGuard mesh compute cluster without Windows Server licensing, complete with 1-click USB provisioning, dynamic vCPU/RAM resizing, and instant VM cloning.

  • OmniResearch
    Autonomous multi-agent deep research and fact-checking intelligence engine. Coordinates specialized planner, researcher, verifier, and writer agents across hybrid live web queries and corporate files with automated claim verification and empirical confidence scoring.

  • B2B Retention & Churn Intelligence
    Enterprise B2B customer retention and churn intelligence platform. Integrates machine learning classification with Explainable AI (XAI) feature attribution translated to executive business metrics, interactive what-if diagnostic stress-testing, and automated risk triage.

  • Multimodal Medical Imaging Pipeline
    An end-to-end deep learning pipeline for brain tumor segmentation and classification using the BraTS dataset. Deployed with a lightweight FastAPI inference service and Grad-CAM interpretability for medical imaging workflows.

  • Pterodactyl Espresso Theme
    An open-source dark warm-minimalist cockpit theme engineered for Pterodactyl Panel v1.11.x server management infrastructure.


Technical Stack

Tech stack

  • Cloud & Infrastructure: Linux (Debian, Ubuntu), AWS, Hyper-V, WireGuard, Docker, Proxmox VE, Server Provisioning, Network Routing, CI/CD (GitHub Actions), Cloudflare.
  • Backend & Systems: Go (Golang), Python, FastAPI, Node.js, TypeScript, JavaScript, React.js, Next.js, Tailwind CSS, REST APIs, WebSockets.
  • AI & Quantitative Engineering: LangGraph, Multi-Agent Systems, LightGBM, XGBoost, PyTorch, MONAI, Explainable AI (XAI), Scikit-learn, Grad-CAM.

Verified Credentials & Honors

  • AWS Academy Graduate: Cloud Architecting (60 Hours) & Cloud Foundations (20 Hours) — Credly Verified
  • 1st Place (Juara 1): Artificial Intelligence — LKS SMK Tingkat Kota Bandung (2025)
  • 1st Place (Juara 1): Generative AI — Terampil di Awan (PwC & AWS PartyRock Tech, 2024)
  • Gold Medal: Informatics — Indonesian Science Olympiad (OSSI 2025)
  • Gold Medal: Basic Medicine — NUSSAFEST (2025)
  • Silver Medal: Informatics — AKSI 2025 & OSSI 2026

Work with Me

I take on select contract and freelance work involving cloud infrastructure, virtualization systems, and applied machine learning models.

Pinned Loading

  1. davion-ai davion-ai Public

    Clinical Neuro-Oncology Diagnostic Suite & Cranial MRI CADx Workstation (Tauri 2.0 + React 18 + PyTorch, N=2,800 Holdout Validation, 87.68% Multi-Class Acc)

    HTML 9

  2. lung-cancer-detection-ai lung-cancer-detection-ai Public

    Hybrid Deep Learning + Machine Learning system for lung cancer detection from CT scan images — CNN feature extraction combined with classical ML classifiers (RF/XGBoost), with Grad-CAM explainability.

    Python

  3. b2b-retention-intelligence b2b-retention-intelligence Public

    Enterprise B2B Customer Retention & Churn Intelligence Platform with XAI & Prescriptive Analytics

    Python

  4. omniresearch omniresearch Public

    Enterprise Autonomous Deep Research & Fact-Checked Intelligence Engine

    Python

  5. crybaby crybaby Public

    Distributed Windows 11 PC cluster orchestrator and Hyper-V remote manager without Windows Server licensing, with 1-click USB provisioning and web dashboard.

    Go

  6. darefx darefx Public

    Institutional-grade autonomous AI forex auto-trader for EUR/USD with Triple Barrier labeling, Purged Walk-Forward CV, and Deflated Sharpe Ratio testing.

    Jupyter Notebook