Jeremy

Infra Engineer AI Researcher LLM Enthusiast

Hello 👋
I’m Jeremy, an infrastructure engineer with about 10 years of experience, now expanding my career into the field of AI and machine learning. This blog is a space where I share the knowledge, experiments, and practical insights I’ve gained through both my professional work and research projects.

👨🏻‍💻 What I Do

  • Cloud Platform: Architecting and operating infrastructure for SAP, Linux, and hybrid cloud environments
  • LLM Research Project: Developing and fine-tuning classification models using large language models (LLMs)
  • Blog Author: Writing practical guides and experiments focused on LLMs, NLP, and infrastructure automation

📚 Areas of Interest

  • LLM Fine-tuning (EFT, LoRA, PEFT)
  • Deep Embedding Models (BERT, RoBERTa, LLaMA)
  • Infrastructure Automation (Linux, Ansible, GitHub Actions)
  • Multi-task & Hierarchical Text Classification
  • Bridging AI models with scalable infrastructure

🛠️ Tech Stack

  • Languages: Python, Bash, Markdown, YAML
  • ML/DL: PyTorch, scikit-learn, Huggingface Transformers
  • Infra: Linux (RHEL/CentOS), Docker, GitHub Actions
  • Data: Pandas, NumPy, Scikit-learn

📬 Get in Touch

I hope this blog becomes a helpful guide for those looking to connect infrastructure and AI, just like I do.
Feel free to reach out anytime for questions or collaboration ideas!