MAYUR PETHANI mayurmorin

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Data Scientist

mayurmorin / gcloud_cheat_sheet.md

Created July 27, 2020 13:55 — forked from pydevops/gcloud-cheat-sheet.md

gcp gcloud cheat sheet

mayurmorin / question.py

Created November 10, 2019 12:50

	def question(request, question_id):
	question = get_object_or_404(Question, pk=question_id)
	if request.method == 'POST':
	# create a form instance and populate it with data from the request:
	form = AnswerForm(request.POST)
	if form.is_valid():

	content = form.cleaned_data.get('answer')

	if len(content) > 20:

mayurmorin / view.py

Created November 10, 2019 10:58

	from django.shortcuts import get_object_or_404, render, redirect
	from django.http import HttpResponseRedirect, HttpResponse
	from django.urls import reverse

	from .models import Question, Essay
	from .forms import AnswerForm

	from .utils.model import *
	from .utils.helpers import *

mayurmorin / traininglstm.py

Created November 10, 2019 10:29

	from sklearn.cross_validation import KFold
	from sklearn.linear_model import LinearRegression
	from sklearn.metrics import cohen_kappa_score


	cv = KFold(len(X), n_folds=5, shuffle=True)
	results = []
	y_pred_list = []

	count = 1

mayurmorin / lstmmodel.py

Created November 10, 2019 10:24

	from keras.layers import Embedding, LSTM, Dense, Dropout, Lambda, Flatten
	from keras.models import Sequential, load_model, model_from_config
	import keras.backend as K

	def get_model():
	"""Define the model."""
	model = Sequential()
	model.add(LSTM(300, dropout=0.4, recurrent_dropout=0.4, input_shape=[1, 300], return_sequences=True))
	model.add(LSTM(64, recurrent_dropout=0.4))
	model.add(Dropout(0.5))

mayurmorin / helper.py

Created November 10, 2019 09:57

	import numpy as np
	import nltk
	import re
	from nltk.corpus import stopwords
	from gensim.models import Word2Vec

	def essay_to_wordlist(essay_v, remove_stopwords):
	"""Remove the tagged labels and word tokenize the sentence."""
	essay_v = re.sub("[^a-zA-Z]", " ", essay_v)
	words = essay_v.lower().split()

mayurmorin / Training LSTM.py

Created November 10, 2019 09:51

	Importing the Data
	#!pip install -U gensim
	#!pip install -U nltk
	#!python -m nltk.downloader punkt
	#!python -m nltk.downloader stopwords
	#!pip install django
	!pip install django-widget-tweaks
	Collecting django-widget-tweaks
	Downloading https://files.pythonhosted.org/packages/eb/16/86c8fdbc774c97a93028846cef1ddbe4f3ebb1ff933b54aed920cf619bf4/django_widget_tweaks-1.4.3-py2.py3-none-any.whl
	menpo 0.8.1 has requirement matplotlib<2.0,>=1.4, but you'll have matplotlib 2.2.3 which is incompatible.

mayurmorin / Training LSTM.py

Created November 10, 2019 09:50

	Importing the Data
	#!pip install -U gensim
	#!pip install -U nltk
	#!python -m nltk.downloader punkt
	#!python -m nltk.downloader stopwords
	#!pip install django
	!pip install django-widget-tweaks
	Collecting django-widget-tweaks
	Downloading https://files.pythonhosted.org/packages/eb/16/86c8fdbc774c97a93028846cef1ddbe4f3ebb1ff933b54aed920cf619bf4/django_widget_tweaks-1.4.3-py2.py3-none-any.whl
	menpo 0.8.1 has requirement matplotlib<2.0,>=1.4, but you'll have matplotlib 2.2.3 which is incompatible.

mayurmorin / spacy_config.json

Created November 9, 2019 12:22

mayurmorin / data.json

Created November 9, 2019 12:20

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