دانلود کتاب Natural Language Processing with Java Cookbook - Over 70 recipes to create linguistic and language translation applications using Java libraries.

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Cover Title Page Copyright and Credits About Packt Contributors Table of Contents Preface Chapter 1: Preparing Text for Analysis and Tokenization Technical requirements Tokenization using the Java SDK Getting ready How to do it... How it works... Tokenization using OpenNLP Getting ready How to do it... How it works... See also Tokenization using maximum entropy Getting ready How to do it... How it works... See also Training a neural network tokenizer for specialized text Getting ready How to do it... How it works... There's more... See also Identifying the stem of a word Getting ready How to do it... How it works... See also Training an OpenNLP lemmatization model Getting ready How to do it... How it works... There's more... See also Determining the lexical meaning of a word using OpenNLP Getting ready How to do it... How it works... See also Removing stop words using LingPipe Getting ready How to do it... How it works... See also Chapter 2: Isolating Sentences within a Document Technical requirements Finding sentences using the Java core API Getting ready How to do it... How it works... See also Performing SBD using the BreakIterator class Getting ready How to do it... How it works... There's more... See also Using OpenNLP to perform SBD Getting ready How to do it... How it works... There's more... See also Using the Stanford NLP API to perform SBD Getting ready How to do it... How it works... There's more... See also Using the LingPipe and chunking to perform SBD Getting ready How to do it... How it works... There's more... See also Performing SBD on specialized text Getting ready How to do it... How it works... See also Training a neural network to perform SBD with specialized text Getting ready  How to do it... How it works... See also Chapter 3: Performing Name Entity Recognition Technical requirements Using regular expressions to find entities Getting ready How to do it... How it works... There's more... See also Using chunks with regular expressions to identify entities Getting ready How to do it... How it works... There's more... See also Using OpenNLP to find entities in text Getting ready How to do it... How it works... There's more... See also Isolating multiple entities types Getting ready How to do it... How it works... See also Using a CRF model to find entities in a document Getting ready How to do it... How it works... There's more... See also Using a chunker to find entities Getting ready How to do it... How it works... See also Training a specialized NER model Getting ready How to do it... How it works... See also Chapter 4: Detecting POS Using Neural Networks Technical requirements Finding POS using tagging Getting ready How to do it... How it works... There's more... See also Using a chunker to find POS Getting ready How to do it... How it works... There's more... See also Using a tag dictionary Getting ready How to do it... How it works... There's more... Finding POS using the Penn Treebank Getting ready How to do it... How it works... There's more... See also Finding POS from textese Getting ready How to do it... How it works... There's more... See also Using a pipeline to perform tagging Getting ready How to do it... How it works... See also Using a hidden Markov model to perform POS Getting ready How to do it... How it works... There's more... See also Training a specialized POS model Getting ready How to do it... How it works... See also Chapter 5: Performing Text Classification Technical requirements Training a maximum entropy model for text classification Getting ready How to do it... How it works... See also Classifying documents using a maximum entropy model Getting ready How to do it... How it works... There's more... See also Classifying documents using the Stanford API Getting ready How to do it... How it works... There's more... See also Training a model to classify text using LingPipe Getting ready How to do it... How it works... See also Using LingPipe to classify text Getting ready How to do it... How it works... There's more... See also Detecting spam Getting ready How to do it... How it works... There's more... See also Performing sentiment analysis on reviews Getting ready How to do it... How it works... There's more... See also Chapter 6: Finding Relationships within Text Technical requirements Displaying parse trees graphically Getting ready How to do it... How it works... There's more... See also Using probabilistic context-free grammar to parse text Getting ready How to do it... How it works... There's more... See also Using OpenNLP to generate a parse tree Getting ready How to do it... How it works... There's more... See also Using the Google NLP API to parse text Getting ready How to do it... How it works... There's more... See also Identifying parent-child relationships in text Getting ready How to do it... How it works... There's more... See also Finding co-references in a sentence Getting ready How to do it... How it works... There's more... See also Chapter 7: Language Identification and Translation Technical requirements Detecting the natural language in use using LingPipe Getting ready How to do it…  How it works… There's more… See also Discovering supported languages using the Google API Getting ready How to do it… How it works… See also Detecting the natural language in use using the Google API Getting ready How to do it… How it works… There's more… See also Language translation using Google Getting ready How to do it… How it works… There's more… See also Language detection and translation using Amazon AWS Getting ready How to do it… How it works… There's more… See also Converting text to speech using the Google Cloud Text-to-Speech API Getting ready How to do it… How it works… See also Converting speech to text using the Google Cloud Speech-to-Text API Getting ready How to do it… How it works… There's more… See also Chapter 8: Identifying Semantic Similarities within Text Technical requirements Finding the cosine similarity of the text Getting ready How to do it... How it works... There's more... See also Finding the distance between text Getting ready How to do it... How it works... See also Finding differences between plaintext instances Getting ready How to do it... How it works... There's more... See also Finding hyponyms and antonyms Getting ready How to do it... How it works... There's more... See also Chapter 9: Common Text Processing and Generation Tasks Technical requirements Generating random numbers Getting ready How to do it… How it works… There's more… See also Spell-checking using the LanguageTool API Getting ready How to do it… How it works… See also Checking grammar using the LanguageTool API Getting ready How to do it… How it works… See also Summarizing text in a document Getting ready How to do it… How it works… There's more... See also Creating, inverting, and using dictionaries Getting ready How to do it… How it works… There's more… See also Chapter 10: Extracting Data for Use in NLP Analysis Technical requirements Connecting to an HTML page Getting ready How to do it… How it works… There's more… See also Extracting text and metadata from an HTML page Getting ready How to do it… How it works… There's more… See also Extracting text from a PDF document Getting ready How to do it… How it works… There's more… See also Extracting metadata from a PDF document Getting ready How to do it… How it works… There's more… See also Extracting text from a Word document Getting ready How to do it… How it works… There's more… See also Extracting metadata from a Word document Getting ready How to do it… How it works… There's more… See also Extracting text from a spreadsheet Getting ready How to do it… How it works… There's more… See also Extracting metadata from a spreadsheet Getting ready How to do it… How it works… See also Chapter 11: Creating a Chatbot Technical requirements Creating a simple chatbot using AWS Getting ready How to do it… How it works… See also Creating a bot using AWS Toolkit for Eclipse Getting ready How to do it… How it works… See also Creating a Lambda function Getting ready How to do it… How it works… See also Uploading the Lambda function Getting ready How to do it… How it works… See also Executing a Lambda function from Eclipse Getting ready How to do it… How it works… See also Appendix: Installation and Configuration Technical requirements Getting ready to use the Google Cloud Platform Getting ready How to do it… How it works… See also Configuring Eclipse to use the Google Cloud Platform Getting ready How to do it… How it works… See also Getting ready to use Amazon Web Services Getting ready How to do it… How it works… See also Configuring Eclipse to use Amazon Web Services Getting ready How to do it… How it works… See also Other Books You May Enjoy Index