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print('hello world')

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Face Recognition in Python with the OpenCV Library

In this post we will use the OpenCV library for facial recognition. Here is an example using my webcam as an input:

The best part is that it can be done using less than 20 lines of code:

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## Imports
from ashrae_utils import reduce_mem_usage, CyclicLR, LRFinder
import numpy as np # linear algebra
import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)
import math
import tqdm
import gc
from sklearn.linear_model import RidgeCV
import seaborn as sns

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from selenium import webdriver
from PIL import Image
from io import BytesIO

def take_screenshot(element, driver, filename='screenshot.png'):
  """
    Source: https://stackoverflow.com/questions/15018372/how-to-take-partial-screenshot-with-selenium-webdriver-in-python
  """
  location = element.location_once_scrolled_into_view
  size = element.size

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from keras.callbacks import Callback
import keras.backend as K
import numpy as np
import matplotlib.pyplot as plt

class LRFinder(Callback):
    """
    Up-to date version: https://github.com/WittmannF/LRFinder
    Example of usage:
        from keras.models import Sequential

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import matplotlib.pyplot as plt
import keras.backend as K
from keras.callbacks import Callback


class LRFinder(Callback):
    
    '''
    A simple callback for finding the optimal learning rate range for your model + dataset. 
    

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from sklearn.datasets import make_regression
from sklearn.metrics import r2_score
import matplotlib.pyplot as plt
#%matplotlib inline

# Generate toy data
X, y, w_true = make_regression(n_samples=20, n_features=1, random_state=0, noise=1.0, coef=True)
w_bad = 0.5*w_true
w_verybad = -0.3*w_true

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import os

def rename_dir(path,sufix,extension_searched):
    for file_name in os.listdir(path):
        file_name_without_ext = os.path.splitext(file_name)[0]
        extension = os.path.splitext(file_name)[1]
        if extension == extension_searched:
            if file_name_without_ext.rfind(sufix) > 0:
                new_file_name = file_name[:file_name_without_ext.rfind(sufix)] + extension_searched
                os.rename(os.path.join(path,file_name),os.path.join(path,new_file_name))