Index
A
Activation function
B
Backward propagation
Bidirectional LSTM
C
Cloud storage
Continuous Bag of Words (CBOW)
Convolutional neural networks (CNN)
data
layers
convolution
flatten
fully connected
pooling
softmax
ReLU
Co-occurrence matrix
function, creation
generate
libraries importing
Cosine similarity
Count vectorizer
D
Data collection
HTML file
JSON file/object
PDF files
Twitter API
Word files
Data sources
Deep learning
CNN (
see
Convolutional neural networks (CNN))
components of
IR (
see
Information retrieval (IR))
next word prediction
data collection
data preparation
homepage
importing and installing
model building
process the data
random sequence
understanding/defining
recurrent neural networks (RNN)
BPTT
LSTM
text classification
data preparation
email classifier
model building
E
End-to-end processing pipeline
Entity extraction model
Exploratory data analysis
dataset
frequency of words
import libraries
NLTK/textblob library
number of words
Wordcloud
F
fastText
Feature-based text summarization methods
Feature engineering
co-occurrence matrix
count vectorizer
fastText
hash vectorizer
N-grams
One Hot encoding
TF-IDF
word embeddings
Flat files
Flattening, definition of
Forward propagation
Free APIs
Fully connected layer
G
Government data
Graph-based ranking algorithm
H
Hadoop clusters
Hamming distance
Hash vectorizer
Health care claim data
HTML file
extracting
instances of tag
tag value
text
fetching
install and import, libraries
parsing
I
Industry application
multiclass classification (
see
Multiclass classification)
sentiment analysis (
see
Sentiment analysis)
text clustering (
see
Text clustering)
text similarity (
see
Text similarity function)
text summarization
Information retrieval (IR)
create/import documents
IR system, creation
libraries, import
results and applications
word2vec
word embeddings
J, K
Jaccard Index
Jaccard similarity
JSON file
L
Language detection and translation
Lemmatization
Levenshtein distance
Linear activation functions
Long Short-Term Memory (LSTM)
Lowercase
Luhn’s Algorithm
M
Metaphone
Multiclass classification
importing data
importing libraries
model building, evaluation
TF-IDF vectors
N
Named entity recognition (NER)
Natural language processing (NLP)
customer sentiment analysis
data collection
data requirement brainstorming
define problem
depth and breadth of problem
insights and deployment
machine learning/deep learning
text preprocessing
text to feature
information extraction, NER
language detection and translation
noun phrase extraction
POS tagging (
see
Parts of speech (POS) tagging)
sentiment analysis
speech to text
text classification
text similarity
text to speech
topic modeling
word sense disambiguation
N-grams
NLP process
entity extraction model
preprocessing
Nonlinear activation function
Noun phrase extraction
O
One Hot encoding
P, Q
Parts of speech (POS) tagging
NLTK
rule based
stochastic based
storing text, variable
PDF files
Pipeline function
Punctuation removal
R
Rectified linear unit activation function
Regular expressions
basic flags
data extraction, ebook
email IDs
extracting
replacing
functionality
raw data
“re” library
re.match() and re.search() functions
tokenization
S
Sentiment analysis
buisness problem
business insights
dataset
exploratory data analysis
sentiment scores
text preprocessing
Sigmoid/Logit activation function
Skip-gram model
Softmax function
Soundex
Speech to text
Spelling correction
SQL databases
Standardizing text
Stemming
Stop words removal
String handling
concatenation
replacing content
substring
T
Tanh function
Term Frequency-Inverse Document Frequency (TF-IDF)
Text classification
applications
data collection and understanding
model training
spam and ham
text processing and feature engineering
Text clustering
cluster behavior
clusters, plot graph
importing libraries
K-means
solution
TF-IDF feature engineering
Text data preprocessing
image, text, audio, and video
lemmatization
lowercasing
pipeline function
punctuation removal
spelling correction
standardization
stemming
stop words removal
tokenization
Text preprocessing
TextRank algorithm
Text similarity function
blocking
challenge
cosine similarity
creating/reading, text data
duplication in the same table
ECM classifier
finding
Hamming distance
Jaccard Index
Jaccard similarity
Levenshtein distance
metrics
multiple tables, records
phonetic matching
similarity measures
Text standardization
custom function
lookup dictionary
short words and abbreviations
text_std function
Text to speech
Tokenization
Topic modeling
cleaning and preprocessing
document term matrix
LDA model
text data, creation
Twitter API, data collection
access token
consumer key
consumer secret
executing query, Python
social media marketers
U
Unsupervised learning method
V
Vanishing gradients
W, X, Y, Z
Web scraping
beautiful soup
data frame
download content, beautiful soup
IMDB website
libraries
parsing data, HTML tags
url
website page structure
Wikipedia
word2vec
CBOW
skip-gram model
Wordcloud
Word embeddings
challenges
machine/algorithm
vectors
word2vec (
see
word2vec)
Word files
Word sense disambiguation
..................Content has been hidden....................
You can't read the all page of ebook, please click here login for view all page.