/dlnd

Course Work and Projects Related to Deep Learning Nano Degree Jan-17 Cohort

Primary LanguageJupyter Notebook

Notes From Andrew NG - Nuts and Bolts of Applying DL

Training Error High?(Bias, e.g. human-level is 1% and Train error is 5%)

  • Yes(try below and re-train):
  • Bigger Model
  • Train Longer
  • New Model Architecture
  • No
  • Dev Error High?(Variance, e.g. HL is 1%, Train Error is 2% and Dev Error is 6%)
  • Yes(try below and retrain):
    • More Data
    • Regularization
    • New Model Arch
  • No:
    • Done