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Achievement: StarstruckAchievement: Pull Sharkx2Achievement: Pair ExtraordinaireAchievement: YOLOAchievement: Arctic Code Vault Contributor

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hotorch/README.md

Sam Hottman (Hoyoung Jeong)

AI PM & AI Engineer · AI Transformation Partner

@ai.sam_hottman LinkedIn Instagram

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About Me

  • Founder & Lead Engineer – ZEXEA "Reducing Time, Offering Better Lives for All."
  • Community Builder – AI SYSTEM MAKER (ASMR) 70+ members exchanging Make/n8n blueprints, RAG chatbots, and AI agents.

Tech Stack

Languages and Tools:

python pytorch huggingface langchain pandas scikit_learn postgresql milvus gcp docker airflow git n8n make dify streamlit gradio airtable openai claude gemini

Category Tools & Frameworks
LLM & RAG RAG · Domain-specific sLLM Fine-tuning · Prompt Engineering · LangChain
AI Agents & Automation AI Agent · n8n · Make · Dify
Languages / Frameworks Python · PyTorch · HuggingFace · TensorFlow
Data & Infra PostgreSQL · Milvus · GCP · AWS · Airflow
MLOps / DevTools git · dvc · Gradio · Streamlit · Docker

AI Transformation Services

Service Description
AI Strategy & Audit 비즈니스 진단 및 AI 로드맵 설계
AI Operating System 구축 통합 AI 인프라 개발
RAG 시스템 기업 맞춤형 지식 관리 시스템
도메인 특화 sLLM 산업별 특화 언어모델 구축
AI 자동화 시스템 Make/n8n 기반 워크플로우 자동화
AI Education & Culture 조직 AI 역량 강화 프로그램

Track Record

Metric Value
대기업 AI 프로젝트 10+ (은행, 보험, 통신, 제조 등)
AI/ML 누적 강의 2,850시간+
기업 AI 컨설팅 & 코칭 720회+
커리어 Text Mining (2017~) → NLP (2019~) → RAG/sLLM/Automation System (현재)

Major Projects (Selected)

Year Client / Org Scope
2025 KISTEP Science & Technology domain RAG system
2025 SAMSUNG ELECTRONICS Manufacturing domain RAG system
2025 LOTTE CARD Contents automation & OPS service
2025 Global e-Commerce Brand Short-form content automation (image tuning → dubbing → video edit)
2024 Telecom Group Domain-specific retrieval dashboard & metrics
2023 Conglomerate (Multi-Subsidiary) Company-wide AI adoption program (200+ teams trained)

Full project list available on request.

Awards & Recognition

Award Detail
Generative-AI Hackathon 1st / 980 teams (2023)
Kaggle Competition Expert Top 1.5%
Wanted × Udemy × Jocoding Hackathon 1st place (2023-08)
Dacon Competitions Multiple 1st & Top 10 placements

Education & Lectures

  • 패스트캠퍼스 Make 업무자동화 강의 & AI System Maker 커뮤니티 운영
  • SK Innovation, OK Financial Group 등 다수 기업 강의
  • 2,850+ hrs AI/ML & workflow-automation 교육 경력

GitHub Stats

GitHub Followers GitHub Repos Profile Views

Contact

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  1. avatar-shorts avatar-shorts Public

    When you upload a video featuring an avatar, the system automatically adds B-roll assets, edits the footage, and produces it in the Shorts or Reels format.

    TypeScript 30 7

  2. Dacon_14th_Competition_code Dacon_14th_Competition_code Public

    Dacon 14th Competition 1st Place- "Financial smishing character analysis"

    Jupyter Notebook 11 2

  3. pnustat_lec_201912 pnustat_lec_201912 Public

    2019/12/26 ~ 27일, 2 ~ 5pm R, ML, h2o 특강

    R 8

  4. hireview hireview Public

    2023 AI Hackerton 1st Place - Chat based Personalized AI Interview Service

    Python 1