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 Online-Ressource
Titel:Natural language processing
Titelzusatz:probability models in Python
Institutionen:Lazy Programmer (Firm), [MitwirkendeR]   i
 Packt Publishing, [Verlag]   i
Ausgabe:[First edition].
Verlagsort:[Birmingham, United Kingdom]
Verlag:Packt Publishing
E-Jahr:2024
Jahr:[2024]
Umfang:1 online resource (1 video file (5 hr., 12 min.))
Illustrationen:sound, color.
Fussnoten:Online resource; title from title details screen (O’Reilly, viewed July 1, 2024)
ISBN:978-1-83620-185-4
 1-83620-185-0
Abstract:Beginning with an introduction and course outline, students are offered a special offer to kickstart their learning journey in this course. Initial sections guide you through the setup process and provide the necessary code resources. The course emphasizes strategies for success, ensuring learners are well-prepared from the start. The course delves into spam detection, beginning with a problem description and intuition behind Naive Bayes. Participants engage in exercises and learn to address class imbalance while evaluating models using ROC, AUC, and F1 scores. Practical implementation in Python solidifies understanding. Following this, the course transitions to sentiment analysis, covering problem description, logistic regression, and training. Exercises and Python-based projects enable learners to apply concepts effectively. Text summarization is thoroughly explored with sections on vector-based methods and TextRank, from basic to advanced levels. Practical Python sessions ensure learners can implement these techniques. The course culminates with topic modeling, introducing LDA and NMF methods, complemented by Python coding exercises. A deep dive into Latent Semantic Analysis and applying SVD in NLP wraps up the curriculum, ensuring a well-rounded expertise in NLP.
URL:Aggregator: https://learning.oreilly.com/library/view/-/9781836201854/?ar
Datenträger:Online-Ressource
Sprache:eng
Sach-SW:Python (Langage de programmation)
 Traitement automatique des langues naturelles
 Instructional films
 Nonfiction films
 Internet videos
 Films de formation
 Films autres que de fiction
 Vidéos sur Internet
K10plus-PPN:1899109110
 
 
Lokale URL UB: Zum Volltext
 
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 Klinikum MA Bestellen/Vormerken für Benutzer des Klinikums Mannheim
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Bibliothek/Idn:UW / m4568072360
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