minyus / dl-in-a-sec

2019年5月発刊『図解速習DEEP LEARNING』（シーアンドアール研究所）のサポートサイトです。

Yusuke Minami

Interests

• Data Science
• Machine Learning
• Artificial Intelligence
• Computer Vision
• Causal Inference

Popular Contents

• PipelineX: Python package to build production-ready pipelines for experimentation with Kedro, MLflow, and more

  

• CausalLift: Python package for causality-based Uplift Modeling in real-world business

  

• Comparison of Python pipeline packages: Airflow, Luigi, Gokart, Metaflow, Kedro, PipelineX

  

Tech stack

• IDE
  • VS Code
• versioning
  • Git
• shell
  • Bash
  • Xonsh (Python-powered and pip-installable shell with suggestions imported from bash-completion)
• terminal
  • Wezterm (terminal with quick copying feature)
• Editor
  • Vim
• containerization
  • Docker
  • Kubernetes
• CI/CD
  • GitLab CI/CD
• Python formatting
  • Black (Python auto-formatting for early issue detection)
  • Ruff (Fast Python linter which can replace Flake8, its plugins, isort, etc. for early issue detection)
• Python packages
  • PyTorch
    • MMPreTrain (formerly MMClassification and MMSelfSup)
  • TensorFlow
  • Scikit-learn
  • Pandas
  • OpenCV
  • Apache Airflow
  • MLflow (ML Experiment tracking)
  • Kedro
• ML model serving
  • ONNX
  • Triton
• SQL
  • Spark
  • Trino (formerly PrestoSQL)
• storage access
  • rclone (Universal CLI to access remote storages such as S3, HDFS, etc.)
• API framework
  • OpenAPI Specification

Natural languages

• English
• Mandarin Chinese
• Japanese
• Korean

Contacts