{"id":32926,"date":"2024-09-19T06:46:57","date_gmt":"2024-09-19T06:46:57","guid":{"rendered":"https:\/\/www.writemyessays.app\/blog\/questions\/a-comparison-of-transformers-with-traditional-and-modern-ml-algorithms-support-vector-machines-naive-bayes-knn-in-sentiment-analysis-python-file\/"},"modified":"2024-09-19T06:46:57","modified_gmt":"2024-09-19T06:46:57","slug":"a-comparison-of-transformers-with-traditional-and-modern-ml-algorithms-support-vector-machines-naive-bayes-knn-in-sentiment-analysis-python-file","status":"publish","type":"questions","link":"https:\/\/www.writemyessays.app\/blog\/questions\/a-comparison-of-transformers-with-traditional-and-modern-ml-algorithms-support-vector-machines-naive-bayes-knn-in-sentiment-analysis-python-file\/","title":{"rendered":"A comparison of transformers with traditional and modern ml algorithms (support vector machines, naive bayes, knn) in sentiment analysis (+ Python File)"},"content":{"rendered":"<p style=\"cursor: auto; color: inherit;\">Title : A comparison of  Transformers with traditional and modern ML<br \/>\nalgorithms (Support Vector Machines, Naive Bayes, KNN) in sentiment<br \/>\nanalysis. The objectives of this assessment are: 1. To Critically<br \/>\nAnalyse and Synthesise Key Literature, critically evaluating primary<br \/>\nsources in the literature to refine and define a research topic,<br \/>\nculminating in the formulation of a challenging yet feasible project<br \/>\naim. 2. To Implement and Evaluate Research Methodologies, encompassing<br \/>\nthe application of suitable research methods for the investigation, and<br \/>\nthe synthesis of a solution that aligns with the project aims. 3. To<br \/>\nConstruct and Justify a Comprehensive Dissertation, creating a well<br \/>\nstructured, coherent, and cogent dissertati<\/p>\n<p style=\"cursor: auto; color: inherit;\">on that effectively<br \/>\ncommunicates the findings of the research. The submitted dissertation<br \/>\nmust include: &#8211;Python code that demonstrates the comparison in accuracy<br \/>\n between Transformer models and other ML models applied on a dataset (eg<br \/>\n Amazon product reviews, IMDB movies reviews). This can be achieved by<br \/>\neither using Python ML libraries (Tensorflow,Keras,Pytorch, Scikit etc)<br \/>\nor implementing the models from scratch. &#8211;A document of approximately<br \/>\n8000 words that describes the development process, presents background<br \/>\nliterature etc. The document should also include an overview of topics<br \/>\nrelated to the subject of the dissertation such as the theoretical<br \/>\nbackground of neural networks, a detailed presentation of Transformers,<br \/>\nmethods of tokenization and embedding of text, methods for positional<br \/>\nencoding etc.<\/p>\n<p><\/p>\n<div><span style=\"cursor: auto; color: inherit;\"><span style=\"cursor: auto; color: inherit;\"><span style=\"cursor: auto; color: inherit;\">No original research required.<\/span><\/span> <span style=\"cursor: auto; color: inherit;\"><span style=\"cursor: auto; color: inherit;\">The main scope is a comparison between algorithms as well as a review of their theory.<\/span><\/span><\/span><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Title : A comparison of Transformers with traditional and modern ML algorithms (Support Vector Machines, Naive Bayes, KNN) in sentiment analysis. The objectives of this assessment are: 1. To Critically Analyse and Synthesise Key Literature, critically evaluating primary sources in the literature to refine and define a research topic, culminating in the formulation of a [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"closed","template":"","meta":[],"disciplines":[187],"paper_types":[],"tagged":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/questions\/32926"}],"collection":[{"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/questions"}],"about":[{"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/types\/questions"}],"author":[{"embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/comments?post=32926"}],"version-history":[{"count":0,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/questions\/32926\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/media?parent=32926"}],"wp:term":[{"taxonomy":"disciplines","embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/disciplines?post=32926"},{"taxonomy":"paper_types","embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/paper_types?post=32926"},{"taxonomy":"tagged","embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/tagged?post=32926"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}