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bzantium/README.md

[2024.06 - Current] LLM Researcher @Kakao

  • Developing Decoder based Embedding Models
  • Developing Korean LLM on TPUs

[2023.08 - 2024.05] LLM Researcher @Kakaobrain

  • Developed Korean Language Foundation Model a.k.a. KoGPT2

[2020.03 - 2023.08] Machine Learning Engineer @SK Telecom & EleutherAI

  • Developed Large Language Model for SK Telecom
  • Developed Multimodal AI Service at SKT A.
    • AI Eraser (Object Removal with Image Inpainting)
      • role: project manager & implementation of pipeline algorithm (segmentation postprocessing & enhancement in inpainting performance).
  • Developed polyglot and oslo project at EleutherAI
    • polyglot: Large Language Models of Well-balanced Competence in Multi-languages
      • role: distributed training of LM with Megatron LM & data crawling, preprocessing and model evaluaton. Published 1.3B, 3.8B, 5.8B, 12.8B polyglot-ko models.
    • oslo: Open Source for Large-scale Optimization
      • role: tensor parallel 1D, 2D, 3D implementation.

Interest

  • Foundation Model / NLP / Multimodal AI

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  1. EleutherAI/polyglot EleutherAI/polyglot Public

    Polyglot: Large Language Models of Well-balanced Competence in Multi-languages

    475 39

  2. EleutherAI/oslo EleutherAI/oslo Public

    OSLO: Open Source for Large-scale Optimization

    Python 174 29

  3. lassl/lassl lassl/lassl Public

    Easy Language Model Pretraining leveraging Huggingface's Transformers and Datasets

    Python 127 14

  4. pytorch-admm-pruning pytorch-admm-pruning Public

    Prune DNN using Alternating Direction Method of Multipliers (ADMM)

    Python 96 19