A.I Tools

Tools Overview

Extra Tools

• Data Augmentation
  • Albumentation
  • Cutmix

• GPU Distributed System

  Horovod(Uber), NCCL

• CI

  Jenkins, CircleCI, Travis

• CD

  MLFlow, KubeFlow

• Serving

  Tensorboard Serving, Sagemaker, Clipper, Algorithmia

• Monitoring

  Pingdom Server Monitor

• Cross Platform

  ONNX

• Model Compression

  CoreML, MLKit, FRITZ

Static Tools Python Code

• Pylint : static python file check
• mypy : static type checking of python files
• bandit : static analysis for security vulnerabilities in python Code
• shellcheck : find bugs in shell scripts(sh)