A Natural Language Processing with SMS Data to predict whether the SMS is Spam/Ham with various ML Algorithms like multinomialNB & GaussianNB to compare accuracy and using various data cleaning and processing techniques like PorterStemmer,CountVectorizer. It is implemented using LSTM and Word Embeddings to gain accuracy of 97.70% .
I have used an naive bayes model along with natural language processing to create this model.
Porter Stemmer, Bag of words are the nlp techniques used for text preprocessing This model will be able to classify a message as spam or ham with an accuracy of 97 percent.
The machine learning algorithm used here is GaussianNB and MultinomialNB which uses bayes theorem from probability.
Hello,
I’m encountering an issue when trying to import the Sequential class from Keras. Here’s the code I’m running:
from keras.models import Sequential
from keras.layers import Embedding, LSTM, Dense
model = Sequential()
model.add(Embedding(10000, 64, input_length=80))
model.add(LSTM(100))
model.add(Dense(2, activation='sigmoid'))
model.compile(loss='binary_crossentropy', metrics=['accuracy'], optimizer='adam')When I run this code, I get the following error:
Cell In[80], line 1
----> 1 model=Sequential()
2 model.add(Embedding(10000,64,input_length=80))
3 model.add(LSTM(100))
File c:\Users\Isaac\anaconda3\envs\textattackenv\lib\site-packages\keras\engine\training.py:184, in __new__(cls, *args, **kwargs)
File c:\Users\Isaac\anaconda3\envs\textattackenv\lib\site-packages\keras\utils\version_utils.py:61, in __new__(cls, *args, **kwargs)
File c:\Users\Isaac\anaconda3\envs\textattackenv\lib\site-packages\keras\utils\generic_utils.py:1221, in __getattr__(self, item)
File c:\Users\Isaac\anaconda3\envs\textattackenv\lib\site-packages\keras\utils\generic_utils.py:1212, in _load(self)
File c:\Users\Isaac\anaconda3\envs\textattackenv\lib\importlib\__init__.py:127, in import_module(name, package)
125 break
126 level += 1
--> 127 return _bootstrap._gcd_import(name[level:], package, level)
File <frozen importlib._bootstrap>:1014, in _gcd_import(name, package, level)
File <frozen importlib._bootstrap>:991, in _find_and_load(name, import_)
File <frozen importlib._bootstrap>:973, in _find_and_load_unlocked(name, import_)
ModuleNotFoundError: No module named 'keras.engine.base_layer_v1'
I’m not sure why this is happening. I’ve tried reinstalling Keras and TensorFlow, but the issue persists. Any help would be greatly appreciated.
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