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nhonhoccode/README.md

Career Objective

I design, ship, and operate the infrastructure that turns models and ideas into dependable production systems. My work spans CI/CD automation, self-hosted infrastructure, MLOps, and end-to-end observability — keeping ML services, data pipelines, and developer environments fast, reliable, and reproducible.

I move comfortably across the stack: DevOps & platform engineering, AI/ML engineering, and full-stack web — from the first commit to a monitored, deployed release. Beyond engineering, I'm driven by a long-term curiosity for cloud & cybersecurity, quantitative finance, investing, and entrepreneurship, and I'm always looking for hard problems where reliable systems create real leverage.


About Me

name:        "Vo Trong Nhon"
role:        "DevOps Engineer"
based_in:    "Ho Chi Minh City, Vietnam"
field:       "B.Sc. in Data Science"
philosophy:  "Automate everything that can be automated."

I'm a DevOps engineer who loves building and running the systems that let teams ship with confidence — from CI/CD and self-hosted infrastructure to MLOps, observability, and production operations.

I also build AI applications and full-stack web products end-to-end, and I'm steadily exploring quant finance, investing, and entrepreneurship on the side.

Focus Areas

  Systems & DevOps
  AI Applications
  Full-stack Web
  Quantitative Finance
  Investing & Entrepreneurship


Currently

  Running production platforms
  Exploring Cloud & Cybersecurity
  Open to collaboration


Contact

Email votrongnhonwork29324@gmail.com LinkedIn in/maximus-nhon
GitHub @nhonhoccode Facebook maximus.vtn
Location Ho Chi Minh City, Vietnam Open to DevOps · MLOps · AI Engineer · Data Science · Full-stack roles

Certifications


AWS Academy

AWS Academy
Cloud Foundations & AI


IELTS 5.5

IELTS
Overall Band 5.5


More

Always Learning
More certifications in progress

COMPETITION HONORS

First Prize — UIT Challenge 2024 Top 2 — VLSP 2025 Semantic Parsing Top 6 — VLSP 2025 Numerical Reasoning 1st Leaderboard — Multimodal Sarcasm UITC 2024

Tech Stack

Tech stack
Platform & Infra Proxmox VE · pfSense · Nginx Proxy Manager · aaPanel · DirectAdmin · Bunny.net · DNS / SSL · Reverse proxy
MLOps & Data MLflow · Airflow · Prefect · DuckDB · DBeaver · Pandas · Jupyter · SQL Server · Power BI
ML Toolbox XGBoost · LightGBM · OpenCV · ViT / Transformers · Ensemble methods

Featured Projects

End-to-end hourly demand forecasting across 263 NYC zones.

  • Best setup achieved MAPE 12.3%
  • Processed ~25 GB of trip data into zone-level features (temporal, lag, rolling-window, spatial)
  • Experiment & model tracking with MLflow
  • Prefect + Prometheus/Grafana + GitHub Actions CI/CD for scheduled runs, drift checks & retraining

Python · MLflow · Prefect · Prometheus · Grafana · Docker

E-commerce analytics platform with a multi-agent layer.

  • Data-engineering pipelines + serving layer
  • Multi-agent orchestration for analytics workflows
  • API integration & reusable components
  • Containerized, production-oriented design

Python · Data Engineering · LLM Agents · Docker

Large-scale fine-tuning of LLMs for domain-specific tasks.

  • Domain-adaptation of language models
  • Big-data preprocessing & training pipeline
  • Experiment tracking & evaluation

Python · Transformers · PyTorch · Big Data

1st place on the public leaderboard (Team Faster-United).

  • F1-score = 44.75%
  • Text + image + generated captions (multimodal)
  • VinTern-1B-v2 captioning · ViT + Jina Embedding v3
  • 2/3/4-class classifiers (CE & Focal Loss) + voting ensemble

Python · ViT · Transformers · PyTorch

Retrieval-Augmented Generation over Vietnamese legal text.

  • Fine-tuned sentence embeddings + hard-negative mining
  • Retrieval over legal corpora
  • RAG pipeline with FastAPI + Next.js front-end

Python · RAG · Embeddings · FastAPI

Emotion classification on CK+ with a deployable demo.

  • Best experiment reached 95% accuracy
  • Compared HOG / SIFT vs CNN models
  • Inference wrapped in a Django web app

Python · TensorFlow · OpenCV · Django

More projects (VLSP 2025, ETL, and more)

See all projects


Architecture Highlights

NYC Taxi Demand — MLOps Pipeline
flowchart LR
    A["Raw NYC Trip Data<br/>~25 GB"] --> B["Ingestion &<br/>Cleaning"]
    B --> C["Feature Engineering<br/>temporal · lag · rolling · spatial<br/>263 zones"]
    C --> D["Model Training<br/>ensemble"]
    D --> E["MLflow<br/>experiments + registry"]
    E --> F["Serving API"]
    F --> G["Hourly Demand<br/>Predictions"]
    P["Prefect<br/>orchestration"] -. schedules .-> B
    P -. schedules .-> D
    F --> M["Prometheus + Grafana<br/>monitoring · drift"]
    M -- drift detected --> D
    CI["GitHub Actions<br/>CI/CD"] -. deploy .-> F
    classDef accent fill:#2C9EF7,color:#ffffff,stroke:#1b6fb3,stroke-width:1px;
    class C,E,M,P accent
Loading
Self-hosted DevOps Infrastructure
flowchart LR
    U["Users / Internet"] --> CF["Cloudflare<br/>DNS · SSL · WAF"]
    CF --> FW["pfSense<br/>Firewall"]
    FW --> RP["Reverse Proxy<br/>Nginx PM · aaPanel · DirectAdmin"]
    RP --> PVE
    subgraph PVE["Proxmox VE Host"]
        DEV["Dev Env"]
        INT["Internal Tools"]
        PROD["Production Apps"]
        GL["Self-hosted GitLab<br/>CI/CD + Runners"]
    end
    GL -- deploy --> PROD
    BN["Bunny.net<br/>CDN"] -. delivery .-> U
    classDef accent fill:#2C9EF7,color:#ffffff,stroke:#1b6fb3,stroke-width:1px;
    class CF,FW,GL,PROD accent
Loading

Experience

System Administrator / DevOps Engineer  ·  10/2025 – Present

  • Operate Proxmox VE for developer, internal & production environments
  • Manage pfSense, Cloudflare, DNS, SSL & reverse-proxy publishing (Nginx Proxy Manager, aaPanel, DirectAdmin)
  • Built self-hosted GitLab CI/CD & internal automation for deployment and routine ops
  • Resolved server, networking & runtime issues to improve uptime

Freelance Developer  ·  07/2025 – Present  ·  Remote

  • Built business web apps (e-commerce storefronts, internal workflow systems) end-to-end
  • Managed Docker production rollout + domain / DNS / SSL / reverse-proxy & traffic protection

GitHub Activity

GitHub metrics — activity, languages, repositories, isometric calendar
GitHub streak

Contribution Graph

github-snake
Activity graph

Connect With Me



divider

Thanks for visiting — let's build reliable systems together.

Pinned Loading

  1. Multimodal-Sarcasm-Detection-for-UITC2024 Multimodal-Sarcasm-Detection-for-UITC2024 Public

    Forked from xndien2004/Multimodal-Sarcasm-Detection-for-UITC2024

    The Multimodal Sarcasm Detection System detects sarcasm in multimedia content using image-caption generation and NLP. It achieved 1st place in UITC2024 by classifying sarcasm into four categories: …

    Jupyter Notebook

  2. nhonhoccode nhonhoccode Public

    Config files for my GitHub profile.

    Python 3

  3. MLOps-System-for-NYC-taxi-Demand-Forecasting MLOps-System-for-NYC-taxi-Demand-Forecasting Public

    MLOps for NYC Taxi

    Jupyter Notebook 18

  4. bigdata-project-finetuneLLMs-on-domain- bigdata-project-finetuneLLMs-on-domain- Public

    Large-scale fine-tuning of LLMs on domain-specific

    Jupyter Notebook 5

  5. agentic-data-platform agentic-data-platform Public

    An agentic data platform for e-commerce analytics, combining data engineering pipelines, a serving layer, and multi-agent orchestration, with a clear path toward GenAI, MLOps, DevOps, and cloud dep…

    Python 3

  6. ViAMR_VLSP2025 ViAMR_VLSP2025 Public

    Forked from xndien2004/ViAMR

    Python 1