Hypersearch weight debugging and losses tutorial

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Deep Learningtutorial
Overview

tutorial

Activate tensorboard option

  1. Running TensorBoard remotely
  • When working on a remote server, you can use SSH tunneling to forward the port of the remote server to your local machine at port (port 6006 in this example)
ssh -L 6006:localhost:6006 containner_name
  • Then launch on remote server with 2.1 or 2.2 command
  1. On local machine
  • 2.1 Normal tensorboard
tensorboard --logdir=runs
  • 2.2 Dev Tensorboard (able to share link)
tensorboard dev upload --logdir runs

Usage

  • write log to runs file
python3 demo2.py

Examples after follow instructions

Losses

image

Weight distribution

image

image

Hyperparameters interaction

image

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