skoqaq

—– BEGIN LICENSE —–
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zhicongchen

def smart_procrustes_align_gensim(base_embed, other_embed, words=None):
    """
    Original script: https://gist.github.com/quadrismegistus/09a93e219a6ffc4f216fb85235535faf
    Procrustes align two gensim word2vec models (to allow for comparison between same word across models).
    Code ported from HistWords <https://github.com/williamleif/histwords> by William Hamilton <wleif@stanford.edu>.
        
    First, intersect the vocabularies (see `intersection_align_gensim` documentation).
    Then do the alignment on the other_embed model.
    Replace the other_embed model's syn0 and syn0norm numpy matrices with the aligned version.
    Return other_embed.

cbaziotis

def dot_product(x, kernel):
    """
    Wrapper for dot product operation, in order to be compatible with both
    Theano and Tensorflow
    Args:
        x (): input
        kernel (): weights
    Returns:
    """
    if K.backend() == 'tensorflow':

cbaziotis

from keras import backend as K, initializers, regularizers, constraints
from keras.engine.topology import Layer


def dot_product(x, kernel):
    """
    Wrapper for dot product operation, in order to be compatible with both
    Theano and Tensorflow
    Args:

Teino1978-Corp

##Perks of Microsoft

####Salary

• Can't go into details, but can't complain at all.

####Health and Wellness Care

• Medical and hospitalization: Two choices for medical insurance. Both with no premium but different deductibles.
  • The two choices on medical plans are a high-deductible health plan (Microsoft puts a chunk of money into the Health Savings Account for you, which covers most of the deductible) and an HMO.
• With the HMO, you pay basically nothing as long as you only go to Group Health doctors. With the high-deductible plan, you're covered under the local Blue Cross provider which means you can go to just about any doctor in the country. For