@startuml
participant User
User -> A: DoWork
activate A #FFBBBB
A -> A: Internal call
activate A #DarkSalmon
A -> B: << createRequest >>
activate B
B --> A: RequestCreated
deactivate B
deactivate A
A -> User: Done
deactivate A
@enduml
In this post, I want to show how I use NLTK for preprocessing and tokenization, but then apply machine learning techniques (e.g. building a linear SVM using stochastic gradient descent) using Scikit-Learn.
We use Text Mining, Deep Learning and Big Data Analytics to unleash the potential of unstructured data and to integrate unused assets into decision-making processes.
The OCR4all tool ensures converting historical printings into computer-readable texts. It is very reliable, user-friendly, and open source. It was developed by scientists at the University of Würzburg.
File file = new File("C:/PdfBox_Examples/new.pdf");
PDDocument document = PDDocument.load(file);
//Instantiate PDFTextStripper class
PDFTextStripper pdfStripper = new PDFTextStripper();
//Retrieving text from PDF document
String text = pdfStripper.getText(document);
C. Coppée, and W. Lahaye. Families and Family Values in Society and Culture, Information Age Publishing, Charlotte, North Carolina, Vereinigte Staaten, (SILC).(2021)
L. Alipranti-Maratou. Families and Family Values in Society and Culture, Information Age Publishing, Charlotte, North Carolina, Vereinigte Staaten, (SILC).(2021)
R. Linden. Central and East European Politics: Changes and Challenges, Rowman & Littlefield Publishers, Lanham, Maryland, Vereinigte Staaten, 5. edition, (Eurobarometer).(2021)
S. Jänicke, T. Efer, M. Büchler, and G. Scheuermann. Computer Vision, Imaging and Computer Graphics - Theory and Applications, page 153--171. Cham, Springer International Publishing, (2015)
J. Verma, S. Agrawal, B. Patel, and A. Patel. International Journal on Soft Computing, Artificial Intelligence and Applications (IJSCAI), 5 (1):
41 - 51(February 2016)
F. Arnold, and R. Jäschke. Proceedings of the Workshop on Natural Language Processing for Digital Humanities at ICON 2021, page 55--63. NLP Association of India, (2021)
A. Balan. DEZVOLTAREA ECONOMICO-SOCIALĂ DURABILĂ A EUROREGIUNILOR ŞI A ZONELOR TRANSFRONTALIERE (SUSTAINABLE ECONOMIC AND SOCIAL DEVELOPMENT OF EUROREGIONS AND CROSS - BORDER AREAS), page 21-27. Iași, Performantica, (2021)(SILC).
A. Putzier. Slawische Sprachen unterrichten : Sprachübergreifend, grenzüberschreitend, interkulturell, Peter Lang GmbH, Internationaler Verlag der Wissenschaften, Berlin, (Eurobarometer).(2021)
K. Guhlemann, and C. Best. Arbeit und Altern: Eine Bilanz nach 20 Jahren Forschung und Praxis, Nomos Verlagsgesellschaft, Baden-Baden, (Mikrozensus).(2021)