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+ 🎸+ 🌻 = logic meets creativity
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+ 🎸+ 🌻 = logic meets creativity
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Achievement: Pull Sharkx3Achievement: YOLOAchievement: QuickdrawAchievement: Arctic Code Vault Contributor

Achievements

Achievement: Pull Sharkx3Achievement: YOLOAchievement: QuickdrawAchievement: Arctic Code Vault Contributor

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HubertRonald/README.md

Hi there! I'm Rony 👋

Data & Cloud Architect · Data/ML Platform Engineer

I build reliable data, cloud, and AI systems for complex operational problems—working across architecture and hands-on delivery, from distributed data and cloud platforms to production services, ML/NLP systems, and AI-native products.

I work where ambiguous real-world problems meet production engineering — evidence-driven, end-to-end, and close to the people who use the systems I build.

Discover → Design → Build → Deploy → Validate → Iterate

Selected work

  • VersoVector — ML/NLP exploration of semantic and emotional patterns in poetry, with reproducible training and inference workflows.

  • MIAD-RAG-RealEstate — Cloud-native RAG and semantic-search system for real-estate recommendations.

  • RetainAI — AI-native decision-intelligence product designed around cloud delivery, security, explainability, and cost control.

Engineering focus

Python · SQL · Spark/PySpark · BigQuery · PostgreSQL · GCP · AWS · Docker · Terraform

AI-native Products · Data & ML Platforms · Data & Cloud Architecture · Platform Engineering

Exploring: Forward Deployed Engineering through an independent visual roadmap and field guide.

Creative origins

Liasoft preserves my early work in indie games, mobile applications, interactive software, visual experiments, and creative coding.

Elsewhere

Portfolio · Project Atlas · Builder Journey · Kaggle · Stack Overflow · Liasoft · RetainAI

logic meets creativity 💾🎸🌻

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  1. VersoVector VersoVector Public

    Emotional-semantic NLP & MLOps system for poetic language, combining multilabel classification, semantic similarity, topic modeling, clustering, and local serving.

    Python

  2. MIAD-RAG-RealEstate MIAD-RAG-RealEstate Public

    RAG-based Real Estate Recommendation System deployed on GCP

    Jupyter Notebook

  3. RetainAI RetainAI Public

    AI-ready Employee Retention Intelligence Platform

    Jupyter Notebook

  4. LegacyBigDataLab LegacyBigDataLab Public

    2026 sanitized reconstruction of a historical distributed-data lab built around Hortonworks HDP, Docker, Sqoop, Hive, Impala, and Oracle ingestion workflows.

    Python

  5. AppMarkowitz AppMarkowitz Public

    Historical Python implementation of Markowitz mean-variance portfolio analysis, constrained optimization, efficient-frontier analysis, and reproducible validation.

    Python 1

  6. AI-CLI-Cloud AI-CLI-Cloud Public

    Isolated AI-assisted development workspace with Dev Containers, Codex CLI, Claude Code, Gemini CLI, AWS, Google Cloud, GitHub CLI, Docker, and Terraform.

    Shell