{"id":10,"date":"2023-05-06T04:23:44","date_gmt":"2023-05-06T08:23:44","guid":{"rendered":"https:\/\/myweb.fiu.edu\/nbenn017\/?page_id=10"},"modified":"2023-05-09T14:52:07","modified_gmt":"2023-05-09T18:52:07","slug":"projects","status":"publish","type":"page","link":"https:\/\/myweb.fiu.edu\/nbenn017\/projects\/","title":{"rendered":"Projects"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Capstone Project<\/h2>\n\n\n\n<ul class=\"wp-block-list\"><li>Conducted a survey on modern methods and technologies using NLP to detect ambiguity and inconsistencies in the legal domain, resulting in a paper (not yet published) that highlights the potential of NLP algorithms in resolving legal ambiguity and contradiction.<\/li><li>Currently developing a large language model using NLP methods to detect ambiguity and contradictions in previous legal text, with the aim of creating a powerful tool for legal professionals to improve the accuracy and efficiency of contract interpretation.<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/github.com\/neilaben\/Machine-Learning-in-Python\"><strong>Machine Learning<\/strong><\/a><strong>:<\/strong><\/h2>\n\n\n\n<p><strong>Algorithms Used:<\/strong> Linear Regression, SVM, K-Means, SVM-Kernel, Logistic Regression, KNN, Decision\u00a0\u00a0 Tree, Naive Bayes, Random Forest, Gradient Descent (Python)<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/github.com\/neilaben\/Data-Science-in-Python\"><strong>Data Science<\/strong><\/a><strong>:<\/strong><\/h2>\n\n\n\n<p><strong>Algorithms Used: <\/strong>Apriori, Decision Tree, Random Forest (Python)<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/github.com\/neilaben\/Statistical-Analysis-in-R\"><strong>Statistical Analysis<\/strong><\/a><strong>:<\/strong><\/h2>\n\n\n\n<p><strong>Analysis Methods:<\/strong> ANOVA, Pearson Correlation, Multiple Linear Regression, Power Sample Size, Inference Proportions, Chi-Squared, T-test, Logistical Regression (R)<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/github.com\/neilaben\/Database-SQL-Postgres-Projects\"><strong>Databases in SQL<\/strong><\/a>:<\/h2>\n\n\n\n<p>Relation Schema, Entity Relationship Diagram\/Schema, SQL Databases Created: Hospital, Airlines (Scheduling) (PostgresSQL)<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Capstone Project Conducted a survey on modern methods and technologies using NLP to detect ambiguity and inconsistencies in the legal domain, resulting in a paper (not yet published) that highlights the potential of NLP algorithms in resolving legal ambiguity and &hellip; <a href=\"https:\/\/myweb.fiu.edu\/nbenn017\/projects\/\">Continue reading <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":5993,"featured_media":0,"parent":0,"menu_order":5,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"class_list":["post-10","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/myweb.fiu.edu\/nbenn017\/wp-json\/wp\/v2\/pages\/10","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/myweb.fiu.edu\/nbenn017\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/myweb.fiu.edu\/nbenn017\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/myweb.fiu.edu\/nbenn017\/wp-json\/wp\/v2\/users\/5993"}],"replies":[{"embeddable":true,"href":"https:\/\/myweb.fiu.edu\/nbenn017\/wp-json\/wp\/v2\/comments?post=10"}],"version-history":[{"count":0,"href":"https:\/\/myweb.fiu.edu\/nbenn017\/wp-json\/wp\/v2\/pages\/10\/revisions"}],"wp:attachment":[{"href":"https:\/\/myweb.fiu.edu\/nbenn017\/wp-json\/wp\/v2\/media?parent=10"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}