LDR | | 04450cmm u2200445M 4500 |
001 | | 000000317979 |
003 | | OCoLC |
005 | | 20230525183833 |
006 | | m d |
007 | | cr |n||||||||| |
008 | | 200903s2020 xx o 0|| 0 eng d |
019 | |
▼a 1196251511 |
020 | |
▼a 9781800200807
▼q (electronic bk.) |
020 | |
▼a 1800200803
▼q (electronic bk.) |
020 | |
▼z 1800208421 |
020 | |
▼z 9781800208421 |
035 | |
▼a 2581635
▼b (N$T) |
035 | |
▼a (OCoLC)1192307401
▼z (OCoLC)1196251511 |
040 | |
▼a YDX
▼b eng
▼c YDX
▼d EBLCP
▼d N$T
▼d 248032 |
049 | |
▼a MAIN |
050 | 4 |
▼a QA76.9.N38 |
082 | 04 |
▼a 006.35
▼2 23 |
245 | 00 |
▼a NATURAL LANGUAGE PROCESSING WORKSHOP -
▼h [electronic resource] :
▼b design and build nlp projects. |
260 | |
▼a [S.l.] :
▼b PACKT PUBLISHING LIMITED,
▼c 2020. |
300 | |
▼a 1 online resource |
505 | 0 |
▼a Cover -- FM -- Copyright -- Table of Contents -- Preface -- Chapter 1: Introduction to Natural Language Processing -- Introduction -- History of NLP -- Text Analytics and NLP -- Exercise 1.01: Basic Text Analytics -- Various Steps in NLP -- Tokenization -- Exercise 1.02: Tokenization of a Simple Sentence -- PoS Tagging -- Exercise 1.03: PoS Tagging -- Stop Word Removal -- Exercise 1.04: Stop Word Removal -- Text Normalization -- Exercise 1.05: Text Normalization -- Spelling Correction -- Exercise 1.06: Spelling Correction of a Word and a Sentence -- Stemming -- Exercise 1.07: Using Stemming |
505 | 8 |
▼a Lemmatization -- Exercise 1.08: Extracting the Base Word Using Lemmatization -- Named Entity Recognition (NER) -- Exercise 1.09: Treating Named Entities -- Word Sense Disambiguation -- Exercise 1.10: Word Sense Disambiguation -- Sentence Boundary Detection -- Exercise 1.11: Sentence Boundary Detection -- Activity 1.01: Preprocessing of Raw Text -- Kick Starting an NLP Project -- Data Collection -- Data Preprocessing -- Feature Extraction -- Model Development -- Model Assessment -- Model Deployment -- Summary -- Chapter 2: Feature Extraction Methods -- Introduction -- Types of Data |
505 | 8 |
▼a Categorizing Data Based on Structure -- Categorizing Data Based on Content -- Cleaning Text Data -- Tokenization -- Exercise 2.01: Text Cleaning and Tokenization -- Exercise 2.02: Extracting n-grams -- Exercise 2.03: Tokenizing Text with Keras and TextBlob -- Types of Tokenizers -- Exercise 2.04: Tokenizing Text Using Various Tokenizers -- Stemming -- RegexpStemmer -- Exercise 2.05: Converting Words in the Present Continuous Tense into Base Words with RegexpStemmer -- The Porter Stemmer -- Exercise 2.06: Using the Porter Stemmer -- Lemmatization -- Exercise 2.07: Performing Lemmatization |
505 | 8 |
▼a Exercise 2.08: Singularizing and Pluralizing Words -- Language Translation -- Exercise 2.09: Language Translation -- Stop-Word Removal -- Exercise 2.10: Removing Stop Words from Text -- Activity 2.01: Extracting Top Keywords from the News Article -- Feature Extraction from Texts -- Extracting General Features from Raw Text -- Exercise 2.11: Extracting General Features from Raw Text -- Exercise 2.12: Extracting General Features from Text -- Bag of Words (BoW) -- Exercise 2.13: Creating a Bag of Words -- Zipf's Law -- Exercise 2.14: Zipf's Law -- Term Frequency-Inverse Document Frequency (TFIDF) |
505 | 8 |
▼a Exercise 2.15: TFIDF Representation -- Finding Text Similarity -- Application of Feature Extraction -- Exercise 2.16: Calculating Text Similarity Using Jaccard and Cosine Similarity -- Word Sense Disambiguation Using the Lesk Algorithm -- Exercise 2.17: Implementing the Lesk Algorithm Using String Similarity and Text Vectorization -- Word Clouds -- Exercise 2.18: Generating Word Clouds -- Other Visualizations -- Exercise 2.19: Other Visualizations Dependency Parse Trees and Named Entities -- Activity 2.02: Text Visualization -- Summary -- Chapter 3: Developing a Text Classifier -- Introduction |
590 | |
▼a Master record variable field(s) change: 050, 082, 650 - OCLC control number change |
650 | 0 |
▼a Natural language processing (Computer science) |
655 | 0 |
▼a Electronic books. |
655 | 4 |
▼a Electronic books. |
776 | 08 |
▼c Original
▼z 1800208421
▼z 9781800208421
▼w (OCoLC)1162875810 |
856 | 40 |
▼3 EBSCOhost
▼u http://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=2581635 |
938 | |
▼a YBP Library Services
▼b YANK
▼n 301482209 |
938 | |
▼a ProQuest Ebook Central
▼b EBLB
▼n EBL6349569 |
938 | |
▼a EBSCOhost
▼b EBSC
▼n 2581635 |
990 | |
▼a 관리자 |
994 | |
▼a 92
▼b N$T |