머신러닝 엔지니어

인공지능

머신러닝 엔지니어 도구 및 기술

아키텍처

Training

• Tensorflow - GitHub
• Pytorch - GitHub
• Keras - GitHub
• Scikit Learn - GitHub
• XGBoost - GitHub
• LightGBM - GitHub
• CatBoost - GitHub

Experiments Visualization

• TensorBoard - GitHub
• Wandb - GitHub
• Comet - GitHub
• MLflow - GitHub
• neptune - GitHub
• weights & biases - GitHub (Wandb와 동일)
• Aim - GitHub

Model Visualization

• dtreeviz - GitHub
• Netron - GitHub
• NN-SVG - GitHub
• TensorBoard - GitHub
• SHAP - GitHub
• Yellowbrick - GitHub

Resource Control

• Kubeflow - GitHub
• Ray - GitHub
• Dask - GitHub

Serving

• Triton - GitHub
• BentoML - GitHub
• vLLM - GitHub
• TensorFlow Serving - GitHub
• TorchServe - GitHub
• Seldon Core - GitHub
• RAGFlow - GitHub

Data Processing

• Pandas - GitHub
• NumPy - GitHub
• Dask - GitHub
• Apache Spark - GitHub
• Vaex - GitHub

Feature Engineering

• Feature-engine - GitHub
• Featuretools - GitHub
• tsfresh - GitHub

MLOps

• DVC - GitHub
• CML - GitHub
• Great Expectations - GitHub
• Evidently - GitHub
• ZenML - GitHub

관련 주제

MLOps