iamaziz

>>> # Multi-layer perceptron in Theano see: http://ir.hit.edu.cn/~jguo/docs/notes/a_simple_tutorial_on_theano.pdf
>>> import numpy
>>> import theano
>>> import theano.tensor as T
>>> rng = numpy.random
>>> N = 400
>>> feats = 784
>>> D = (rng.randn(N, feats), rng.randint(size=N, low=0,high=2) )
>>> training_steps = 10000
>>> x = T.matrix('x')

iamaziz

from subprocess import check_output
from glob import glob

notebooks = glob('./**/*.ipynb', recursive=True)
for n in notebooks:
    cmd = f'jupyter nbconvert --to html {n}'
    check_output(cmd.split())

iamaziz

import tensorflow as tf
import numpy as np

corpus_raw = 'He is the king . The king is royal . She is the royal  queen '

# convert to lower case
corpus_raw = corpus_raw.lower()

words = []
for word in corpus_raw.split():

iamaziz

iamaziz

# how to use *args and **kwargs with wrapper

def main_function(a: int, b: int):
    print(f'a: {a} + b: {b} = {a+b}')

def my_wrapper(*args, **kwargs):
    print(f'wrapper recieved: {len(args)} args and {len(kwargs)} kwargs')
    if 'a' not in kwargs: kwargs.update({'a': 6})

iamaziz

iamaziz

def case_insensitive(s1, s2):
    """
    returns True if both s1 and s2 
    contain the same letters and letters in the same order,
    regardless of letters case.
    In other words, 
    this is an implementation for either 
        s1.upper() == s2.upper() 
    or  s1.lower() == s2.lower()
    """

iamaziz

iamaziz

iamaziz

# CREATING A DEDICATED NOTEBOOKS App (for IPYTHON/JUPYTER/JUPYTERLAB) INSTEAD OF THE BROWSER
# Fri Sep 30 02:56:42 EDT 2016

# Oftentimes I get lost when I open Python notebooks in the same browser I use to surf the web.
# Specially when the tabs start cluttering and growing exponentially with every wild click on every tempting link.
# So I wanted to find a way where I can open my notebooks away from the browser's mess.
# I tried Pineapple.app (https://nwhitehead.github.io/pineapple/), it's cool. Specially when it comes to opening a notebook instantly just by clicking on its .ipynb file just like any other file. The problem is that Pineapple is not maintained and lack some features.