Pdf Technical Report On The State Of The Art Of Nlp And Ai Methods For

Bonisiwe Shabane
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pdf technical report on the state of the art of nlp and ai methods for

Academia.edu no longer supports Internet Explorer. To browse Academia.edu and the wider internet faster and more securely, please take a few seconds to upgrade your browser. 2024, Review of Computer Engineering Research Contribution/Originality: This study differs in that it provides a comprehensive analysis of recent deep learning methods in NLP by combining an investigation of theoretical foundations with practical implementations. Unlike earlier research, it focuses on generative models, unsupervised and reinforcement learning approaches, and emerging trends, providing a comprehensive view of NLP's evolving landscape. Deep learning has emerged as a new area of machine learning research.

It tries to mimic the human brain, which is capable of processing and learning from the complex input data and solving different kinds of complicated tasks well. It has been successfully applied to several fields such as images, sounds, text and motion. The techniques developed from deep learning research have already been impacting the research of natural language process. This paper reviews the recent research on deep learning, its applications and recent development in natural language processing. ��@I![Z��Ht�a���=�u�4��V�u]ڗ�\������ �t��V>���W��g�Tl9�t���zU+� aa?�_����+H �M\�{P���g�P���mOqz���^��b Xm6=`�V�-�+��z=cX1כN��~;l��K�MCV�J W�6xӴ�*p}^�K��-��*U A��4�M�R�Hpg�/���+��� -��8���� H9A#����yu�2��(�� �(��:�)�^Y����� ۪�-�n�l�s��;����ܰ�ֵ��cS2j���u�j�?n�̶u�k�sò���n{$%�z{��cw?�%�^)��}Ğ� �L��T���p�DR/�5?n> ��u�U��s8�8�t�� k�3X_%�fj8�����̈́`1�w cP��pp��J�M\ ������s|x�� G�����q]vx�'N�g�<lB�eDe��2��κ�7KJ�������x�ti�į�5��Ov�L=4m��ٝG����v⧘ z,}�w���+v�,m�m�g^�>NH��$��ɇ��E(���!I�fH�tSF��+������ ��Y��+�)��=}�+3�?���c�n�}�e�ɩ�7L�8sl��{ǍC�ֵ�q��ο~0�Ү)/ܱ�����=Ǎڰm��o�U���j�^�>3����a������&�������o�m��֦���/3 }�c����p����Ux ��/�]�����Mv��[̄Ks�9I��fLK�J��kT�AdT|��!��3��b6CX��1+]���)(#H�e�Nv�rQS",��ǐ��I��dܓp0C�yy�!��R!��Ѭ*�-�璁is\jDž�z�7��č�w ;Z;w��=���ǖ�T̙�-V+<�iLߏO�}�s� ѣ\�[w�G\���o'��r6� �� �\�(ߡ��a�)����Ή�$�w�Ť�ǫ�d4N%&Ss�Y%�jR|��2��Pب�9= jC�! �A3���J���i�'�<��.?$�c5 �B�C�3������obp$\L��m��'�ˈd���Qfyst��� J�l����ܞ?d��} :�>Q:���`���]�ƚbèovǁ��Џ��\����68�^��p��~���n�{�z��W�B��İ��PXƭq�Pw�J�^]�r��LF�����U.

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�XM��ޓ��e��]A��D�l��*YK46 �ˢ+ d�9�:����R[lj�����v�dlNk���7M�3} p$[��Z���g42z5��և���3=j�пAm�/���ᡄGՋ6<�a����Y ���#���b���2y�/KP�Gpfc�G�ި�г��1�rdz4缮�7lz��z�5|yl�"|⇦<5&�fHC�*7D�'��MAf��x`�y�-�F U�]*f�d��>gS���|��0�dsC��|O�^[��T�8C1���._ �I�����U�ݸ�]�`��\˗�����h���O4�QS���A��&��E0R]���r�ς> �>stream 2020-12-16T15:08:41-05:00 2020-12-16T15:08:41-05:00 2020-12-16T15:08:41-05:00 Adobe Photoshop 22.0 (Macintosh) application/pdf uuid:2a4d0362-9c93-482f-88cc-47b8e6e817ea uuid:9fad7f64-8192-4372-bbf1-c67723155971 Adobe Acrobat Pro DC 20.13.20074 endstream endobj 128 0 obj <>stream hޔ�= �0������w�/(]]Jq��E\T��{Ӽ�� ]�@�=��NB"K-� 5>f2��L!a����Qۚ��}{G�����Rgi(� WJ�.<���1�~�Ls׭�U��(��... �ݤ�+��&,(a����}�B�� endstream endobj 129 0 obj <>stream h�|̱ �0��W��dh����"��Up��c��x%M߿-�k׏��j �m9��r�ú��j�gm��� M�X�o�I�+/��3?6��B���|<>4KY����M�ק�[�/.Û�@�t��R����캗�1H endstream endobj 130 0 obj <>/Filter/FlateDecode/ID[<823D1ABB481ECB4E8A73CE439E67D2EA>]/Info 385 0 R/Length 493/Root 387 0 R/Size 386/Type/XRef/W[1 3 1]>>stream h��OH�a�ﻭ1���6����L͢�$��4�:���EAa���� B�C]���NR���[��S;E$xaʚ���7��dn��×��������� �i՝3�a�Na`}X��!�|��**콵���7��:���;���n�>/lvd�?�W?�]B�"�04�~�� ��� N�Ջ8��Dw���CR�?�~�����7at�]a�% �B;ሰ=��e�G{���?+��N����D�ř�W�g�: s��:G�����]2��?�)��3�>.<�m��n�'���ˏ�"��٦����L���s�܆f��Gh]C��g��M�61���ʛc��... Academia.edu no longer supports Internet Explorer. To browse Academia.edu and the wider internet faster and more securely, please take a few seconds to upgrade your browser. Natural Language Processing refers to both interaction between computer and human and integration of artificial intelligence into field of linguistics. It enables the human beings to interact with machine using natural languages.

Natural Language Processing is a key skill in most of the systems that deal with human-computer interaction. As more and more artificial intelligence is getting embedded into the machinery, it has become a point of attraction to make the machine directly understand the instructions given by human in a simple, more... Natural Language Processing, when integrated with computational modelling, results into the term Computational Linguistics. Computational Linguistics needs the involvement of both the language experts as well as the computational experts (computer scientists). This paper aims to provide the better awareness about the fact how these two fields, Computational Linguistics and Natural language Processing are interrelated to each other. In this research paper we have tried to basically deliberate the past success in the research and development in the field of Natural Language Processing & current status of Natural Language Processing.

The other major focus is on new roads towards the research and challenges in the same field. Natural language handling is a part of software engineering and artificial intelligence which manages the human and script communication. The exploration of computational and numerical displaying of various part of language and the development of a wide scope of frameworks is NLP. The normal language preparing communicates its interest through a tremendous wide range of utilizations. Already, NLP used to manage static data. Nowadays, NLP is doing impressively with the corpus, lexicon database, and pattern reorganization.

These incorporate framework of communicated in language that coordinate discourse and regular language. The NLP assumes a part in software engineering on the grounds that numerous parts of the field are identified with the phonetic highlights of figuring. The NLP is an exploration and application zone that inspects how PCs are utilized to perceive and control regular language text or discourse to do accommodating things. There are various NLP innovations which incorporate territories of study, for example, machine interpretation, encoding and depiction of normal language text, UIs, multilingual and cross-language data recovery (CLIR), discourse acknowledgment, computerized reasoning (AI) and... International Journal of Electrical and Computer Engineering (IJECE), 2025

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Academia.edu no longer supports Internet Explorer. To browse Academia.edu and the wider internet faster and more securely, please take a few seconds to upgrade your browser. 2024, Review of Computer Engineering Research Contribution/Originality: This study differs in that it provides a comprehensive analysis of recent deep learning methods in NLP by combining an investigation of theoretical founda...

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