Keras 2 API tips

“Old” Keras Dense declaration in Keras 2 API :

model.add(Dense(11, input_dim=11, init=”uniform”, activation=”relu”))

is now:

Dense(11, input_dim=11, activation=”relu”, kernel_initializer=”uniform”)

If when adding you

  • TypeError: add() got an unexpected keyword argument ‘init’

 

UserWarning: The `nb_epoch` argument in `fit` has been renamed `epochs`.
warnings.warn(‘The `nb_epoch` argument in `fit` ‘

How to install nltk (Windows and Mac)

If you are getting this error:¬†‘tokenizers/punkt/PY3/english.pickle’

Most likely is because you haven’t downloaded necessary nltk packages, don’t worry is quite easy:

  • Open a terminal (cmd in Windows)
  • Run Python by typing in the terminal Window python then write everything belo
    • conda install -c anaconda nltk
    • import nltk
    • nltk.download()
  • Look for a new program that will pop up and btw show available packages from here:
    • https://raw.githubusercontent.com/nltk/nltk_data/gh-pages/index.xml
  • I installed the “popular” option and that got rid of the issue

Happy coding,

 

LookupError: 
**********************************************************************
  Resource 'tokenizers/punkt/PY3/english.pickle' not found.
  Please use the NLTK Downloader to obtain the resource:  >>>
  nltk.download()
  Searched in:
    - '/Users/josuegc/nltk_data'
    - '/usr/share/nltk_data'
    - '/usr/local/share/nltk_data'
    - '/usr/lib/nltk_data'
    - '/usr/local/lib/nltk_data'
    - ''
**********************************************************************