Deep Learning Brasília - Lição 8

(from @jeremy : Part 2 Lesson 8 wiki)

Lesson resources

Tips

  • Quick summary of how to download the dataset:
     cd ~/fastai/courses/dl2
     ln -s ~/data data && cd $_
     mkdir pascal && cd $_
     curl -OL http://pjreddie.com/media/files/VOCtrainval_06-Nov-2007.tar
     curl -OL https://storage.googleapis.com/coco-dataset/external/PASCAL_VOC.zip
     tar -xf VOCtrainval_06-Nov-2007.tar
     unzip PASCAL_VOC.zip
     mv PASCAL_VOC/*.json .
     rmdir PASCAL_VOC
    

Returning to AWS?

  • Login to AWS and get your public IP (xx.xx.xx.xx). Then, follow commands:
ssh ubuntu@xx.xx.xx.xx -L8888:localhost:8888
git pull
conda env update
jupyter notebook
  • For PyCharm and Mac users - a list of the shortcuts Jeremy provided for Visual Studio Code:
    • Action (PyCharm + Mac shortcut)
    • Command palette- (Shift + Command + A)
    • Select interpreter (for fastai env) - (Shift+Command+A) and then look for “interpreter”
    • Select terminal shell- (Shift+Command+A) and then look for “terminal shell”
    • Go to symbol (Option + Command + O)
    • Find references (Command+ G)(go down in the references) (Command + Shift + G) (go up)(Command + Function + F7) (look for all)
    • Go to definition (Command + Down Arrow Key)
    • Go back (Command + [ )
    • View documentation (Option + Space) for viewing source and (Function + F1) for viewing documentation
    • Zen mode (Control + Command + F) and same to get out too
    • Hide sidebar (Command + 1) redoing it will bring it back
    • Find them all with the (Shift + Command+ A) palette option for reference.

Time line for videos

Resources related to stuff that Jermey mentioned we can learn/Homework

Others