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Life is short, You need Recommendation system (ListenRS)

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Welcome to 'Life is short, You need Recommendation System(ListenRS)' repository! We aim to research Recommendation System.

🌟 ν”„λ‘œμ νŠΈ λͺ©ν‘œ (Project Vision)

μΆ”μ²œμ‹œμŠ€ν…œ 논문을 읽고 ν† λ‘ ν•˜κ³  μž‘μ„±ν•©λ‹ˆλ‹€.

  1. PseudoRec μ‚¬μ΄νŠΈμ— μ›” 1회 μΆ”μ²œμ‹œμŠ€ν…œ κ΄€λ ¨ ν¬μŠ€νŒ… 'μ›”κ°„μŠˆλ„λ ‰'을 κ²Œμž¬ν•©λ‹ˆλ‹€.
  • PseudoRec : 7κΈ°λΆ€ν„° λ§Œλ“€μ–΄μ˜¨(2023.9~) λ‹€μ–‘ν•œ μΆ”μ²œ λͺ¨λΈ κ΅¬ν˜„ & 비ꡐ μ‚¬μ΄νŠΈ
  • 각자 자유 주제λ₯Ό μ •ν•˜μ—¬ ν•œ 달간 본인이 μƒˆλ‘œ μ•Œκ²Œ 된 μ†Œμ‹, νŠΈλ Œλ“œ, 개인 ν”„λ‘œμ νŠΈ 등을 ν¬μŠ€νŒ…ν•©λ‹ˆλ‹€.
  • μΆ”μ²œμ‹œμŠ€ν…œμ„ κ³΅λΆ€ν•˜λŠ” 뢄이라면 ν•œ 번쯀 λ“€μ–΄μ˜¬ 수 밖에 μ—†κ²Œ λ˜λŠ” μ‚¬μ΄νŠΈλ‘œ λ°œμ „μ‹œν‚€κ² μŠ΅λ‹ˆλ‹€!
  1. 🌟 Demonstration λ…Όλ¬Έ μ–΅μ…‰μ‹œν‚€κΈ°!
  • 이번 기수의 κ°€μž₯ 큰 λͺ©ν‘œμž…λ‹ˆλ‹€. μ§€κΈˆκΉŒμ§€ λ…Όλ¬Έ 리뷰, 곡λͺ¨μ „ λ“±μ˜ ν™œλ™μ„ ν•΄μ˜€λ©΄μ„œ λ§Žμ€ 지식이 μŒ“μ˜€κΈ° λ•Œλ¬Έμ—, 이제 논문을 λ‚΄λŠ” 것을 λͺ©ν‘œλ‘œ ν•˜κ³  μžˆμŠ΅λ‹ˆλ‹€.
  • ꡬ체적인 일정은 아직 수립 μ€‘μž…λ‹ˆλ‹€.
  1. μΆ”μ²œμ‹œμŠ€ν…œ κ΄€λ ¨ 논문을 읽고, μ •λ¦¬ν•˜κ³ , ν† λ‘ ν•©λ‹ˆλ‹€!
  • κΎΈμ€€νžˆ ν•˜κ³  μžˆμŠ΅λ‹ˆλ‹€!

πŸ§‘ 역동적인 νŒ€ μ†Œκ°œ (Dynamic Team)


이경찬 (λΉŒλ”)

이남쀀 (λŸ¬λ„ˆ)

남ꢁ민상 (λŸ¬λ„ˆ)

λ°•μˆœν˜ (λŸ¬λ„ˆ)

μ‘°κ²½μ•„ (λŸ¬λ„ˆ)

κΉ€ν˜„μš° (λŸ¬λ„ˆ)

μ΄μƒν˜„ (λŸ¬λ„ˆ)

황선진 (λŸ¬λ„ˆ)

μ•ˆλ…•ν•˜μ„Έμš”!πŸ‘‹ μ €ν¬λŠ” κ°€μ§œμ—°κ΅¬μ†Œμ—μ„œ μΆ”μ²œμ‹œμŠ€ν…œμ„ μ—°κ΅¬ν•˜λŠ” 'Life is short, You need Recommendation System', μ€„μ—¬μ„œ ListenRS νŒ€μž…λ‹ˆλ‹€! κ°€μ§œμ—°κ΅¬μ†Œμ—μ„œ μΆ”μ²œμ‹œμŠ€ν…œ μŠ€ν„°λ””λ‘œμ„œ 6κΈ°λΆ€ν„° ν™œλ™ν•΄μ™”μœΌλ‹ˆκΉŒ, ν˜„μž¬ μ‹œμ (2025.2) κΈ°μ€€μœΌλ‘œ 벌써 2년이 λ˜μ—ˆμŠ΅λ‹ˆλ‹€. μ§€λ‚œ μ‹œμ¦Œλ™μ•ˆ ν–ˆλ˜ λ‚΄μš©μ„ κ°„λž΅νžˆ μ •λ¦¬ν•˜μžλ©΄ μ•„λž˜μ™€ κ°™μŠ΅λ‹ˆλ‹€!

  • 9κΈ° : Life is short, You need Recommendation System (2024.9 ~ 2025.12)
    • λΉ…μ½˜ν…ŒμŠ€νŠΈ μ°Έκ°€, λŒ€μƒ & μš°μˆ˜μƒ μˆ˜μƒ
    • LLM + μΆ”μ²œμ‹œμŠ€ν…œ λ…Όλ¬Έ 리뷰
  • 8κΈ° : μΆ”μ²œμ‹œμŠ€ν…œ λ…Όλ¬Έμ—μ„œ μ„œλΉ„μŠ€κΉŒμ§€ 2 (2024.1 ~ 2024.8)
    • LLM μΆ”μ²œ μ„œλΉ„μŠ€ κ΅¬ν˜„
    • μ›”κ°„μŠˆλ„λ ‰ μ‹œμž‘
  • 7κΈ° : μΆ”μ²œμ‹œμŠ€ν…œ λ…Όλ¬Έμ—μ„œ μ„œλΉ„μŠ€κΉŒμ§€ 1 (2023.9 ~ 2023.12)
    • PseudoRec μ›Ήμ‚¬μ΄νŠΈ κ°œμ„€
    • μ˜ν™” 리뷰 & 평점 데이터 50만 건 크둀링
    • SASRec, KPRN, MF, NGCF κ΅¬ν˜„
  • 6κΈ° : μΆ”μ²œμ‹œμŠ€ν…œ μ£Όμš” λ…Όλ¬Έ 리뷰 및 κ΅¬ν˜„ (2023.3 ~ 2023.6)
    • μΆ”μ²œμ‹œμŠ€ν…œ μ£Όμš” λͺ¨λΈ λ…Όλ¬Έ 10편 리뷰
    • Traditional : FPMC, NCF
    • Transformer-based : SASRec, BERT4Rec, GRU4Rec
    • Graph Neural Network-based : NGCF, GraphRec, PinSage , KPRN, SR-GNN

λ‚˜λ‚ μ΄ λ°œμ „ν•˜κ³  μžˆλŠ” μΆ”μ²œμ‹œμŠ€ν…œ λΆ„μ•Όλ₯Ό 깊이, 그리고 λΉ λ₯΄κ²Œ νŒ”λ‘œμ—…ν•˜κΈ° μœ„ν•œ μ €ν¬μ˜ μŠ€ν„°λ””λŠ” κ³„μ†λ©λ‹ˆλ‹€.πŸ’ͺ

πŸš€ ν”„λ‘œμ νŠΈ λ‘œλ“œλ§΅ (Project Roadmap)

gantt
    title 2025 ListenRS의 λ‘œλ“œλ§΅
    section λ…Όλ¬Έ μž‘μ„±
      Ideation       :a1, 2025-02-22, 60d
      MVP 개발        :a2, after a1, 45d
      λ…Όλ¬Έ μž‘μ„±        :a3, after a1, 90d
    section μ›”κ°„μŠˆλ„λ ‰ μž‘μ„±
      μ›”μŠˆ 1μ›”ν˜Έ μž‘μ„±       :m1, 2025-01-01, 30d
      μ›”μŠˆ 2μ›”ν˜Έ μž‘μ„±       :m2, 2025-02-01, 30d
      μ›”μŠˆ 3μ›”ν˜Έ μž‘μ„±       :m3, 2025-03-01, 30d
      μ›”μŠˆ 4μ›”ν˜Έ μž‘μ„±       :m4, 2025-04-01, 30d
      μ›”μŠˆ 5μ›”ν˜Έ μž‘μ„±       :m5, 2025-05-01, 30d
      μ›”μŠˆ 6μ›”ν˜Έ μž‘μ„±       :m6, 2025-06-01, 30d
      μ›”μŠˆ 7μ›”ν˜Έ μž‘μ„±       :m7, 2025-07-01, 30d

    section κ°€μ§œμ—°κ΅¬μ†Œ 행사
      Magical Week 1    :2025-03-22, 7d
      Magical Week 2    :2025-04-27, 7d
      PseudoCon         :2025-5-17, 1d
Loading

πŸ› οΈ 우리의 개발 λ¬Έν™” (Our Development Culture)

우리의 개발 λ¬Έν™”

class CollaborationFramework:
    def __init__(self):
        self.tools = {
            'communication': 'Discord / Kakao Talk',
            'version_control': 'GitHub Projects',
            'ci/cd': 'GitHub Actions',
            'docs': 'Github Wiki / PseudoRec'
        }
    
    def workflow(self):
        return """μ£Όκ°„ 사이클:
        1️⃣ ν† μš”μΌ: λͺ¨μž„"""

πŸ’» 주차별 ν™œλ™ (Activity History)

9기에 이어 λ™μΌν•œ λ©€λ²„λ‘œ μ§„ν–‰ν•˜κΈ° λ•Œλ¬Έμ—, OTλŠ” λ³„λ„λ‘œ μ§„ν–‰ν•˜μ§€ μ•ŠμŠ΅λ‹ˆλ‹€.

λ‚ μ§œ λ‚΄μš© λ°œν‘œμž
2025/02/15 μ›”κ°„μŠˆλ„λ ‰ 1μ›”ν˜Έ 곡유 κΉ€ν˜„μš°, λ°•μˆœν˜
2025/02/22 βœ“ 본격적인 10κΈ° μ‹œμž‘!
βœ“ 연ꡬ ν”„λ‘œμ„ΈμŠ€ μ˜μ‚¬μ†Œν†΅ ν”Œλž«νΌμ— λŒ€ν•œ 회의
βœ“ μž‘λ‹΄
βœ“ μ›”μŠˆ 1μ›”ν˜Έ λ°œν‘œ(μ„ μ§„λ‹˜)
λͺ¨λ‘
2025/03/01 βœ“ πŸ“„ μ›”μŠˆ 2μ›”ν˜Έ 리뷰 λ―Έμ •
2025/03/08 βœ“ πŸ˜ƒ λ―Έμ •
2025/03/15 βœ“ πŸ˜ƒ λ―Έμ •
2025/03/22 βœ“ πŸ˜ƒ λ―Έμ •
2025/03/22 ~ 29 πŸͺ„ Magical Week λ―Έμ •
2025/03/29 βœ“ πŸ“„ μ›”μŠˆ 3μ›”ν˜Έ 리뷰 λ―Έμ •
2025/04/05 βœ“ πŸ˜ƒ λ―Έμ •
2025/04/12 βœ“ πŸ˜ƒ λ―Έμ •
2025/04/19 βœ“ πŸ˜ƒ λ―Έμ •
2025/04/26 βœ“ πŸ“„ μ›”μŠˆ 4μ›”ν˜Έ 리뷰 λ―Έμ •
2025/04/27 ~ 05/03 πŸͺ„ Magical Week λ―Έμ •
2025/05/03 βœ“ πŸ˜ƒ λ―Έμ •
2025/05/10 βœ“ πŸ˜ƒ λ―Έμ •
2025/05/17 πŸŽ‰ PseudoCon λͺ¨λ‘
2025/05/24 βœ“ πŸ“„ μ›”μŠˆ 5μ›”ν˜Έ 리뷰 λ―Έμ •
2025/06/07 βœ“ πŸ˜ƒ λ―Έμ •
2025/06/14 βœ“ πŸ˜ƒ λ―Έμ •
2025/06/21 βœ“ πŸ˜ƒ λ―Έμ •
2025/06/28 βœ“ πŸ“„ μ›”μŠˆ 6μ›”ν˜Έ 리뷰 λ―Έμ •
2025/07/05 βœ“ πŸ˜ƒ λ―Έμ •
2025/07/12 βœ“ πŸ˜ƒ λ―Έμ •
2025/07/19 βœ“ πŸ˜ƒ λ―Έμ •
2025/07/26 βœ“ πŸ“„ μ›”μŠˆ 7μ›”ν˜Έ 리뷰 λ―Έμ •

🌱 μ°Έμ—¬ μ•ˆλ‚΄ (How to Engage)

9기에 이어 λ™μΌν•œ λ©€λ²„λ‘œ μ§„ν–‰ν•˜κΈ° λ•Œλ¬Έμ— μ‹ κ·œ λŸ¬λ„ˆ λͺ¨μ§‘은 μ—†μŠ΅λ‹ˆλ‹€.

λˆ„κ΅¬λ‚˜ 청강을 톡해 λͺ¨μž„을 μ°Έμ—¬ν•˜μ‹€ 수 μžˆμŠ΅λ‹ˆλ‹€.

  1. νŠΉλ³„ν•œ μ‹ μ²­ 없이 μ •κΈ° λͺ¨μž„ μ‹œκ°„(맀주 ν† μš”μΌ 10:00)에 λ§žμΆ”μ–΄ λ””μŠ€μ½”λ“œ #Room-YL μ±„λ„λ‘œ μž…μž₯
  2. Magical Week 쀑 행사에 μ°Έκ°€
  3. Pseudo Lab ν–‰μ‚¬μ—μ„œ λ§Œλ‚˜κΈ°

Acknowledgement πŸ™

OOO is developed as part of Pseudo-Lab's Open Research Initiative. Special thanks to our contributors and the open source community for their valuable insights and contributions.

About Pseudo Lab πŸ‘‹πŸΌ

Pseudo-Lab is a non-profit organization focused on advancing machine learning and AI technologies. Our core values of Sharing, Motivation, and Collaborative Joy drive us to create impactful open-source projects. With over 5k+ researchers, we are committed to advancing machine learning and AI technologies.

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