{"id":434007,"date":"2026-08-24T17:23:50","date_gmt":"2026-08-24T09:23:50","guid":{"rendered":"https:\/\/library.usj.edu.mo\/?post_type=tnc_col_19837_item&#038;p=434007"},"modified":"2026-08-24T18:33:19","modified_gmt":"2026-08-24T10:33:19","slug":"tpot-automated-machine-learning-approach-for-multiple-diagnostic-classification-of-lung-radiography-and-feature-extraction","status":"publish","type":"tnc_col_19837_item","link":"https:\/\/library.usj.edu.mo\/zh\/scholarly-work-usj\/tpot-automated-machine-learning-approach-for-multiple-diagnostic-classification-of-lung-radiography-and-feature-extraction\/","title":{"rendered":"TPOT AUTOMATED MACHINE LEARNING APPROACH FOR\u00a0MULTIPLE DIAGNOSTIC CLASSIFICATION OF\u00a0LUNG RADIOGRAPHY AND\u00a0FEATURE EXTRACTION"},"content":{"rendered":"<p>THIS CHAPTER DESCRIBES AN AUTO-ML STRATEGY TO DETECT COVID ON CHEST X-RAYS UTILIZING TRANSFER LEARNING FEATURE EXTRACTION AND THE AUTOML TPOT FRAMEWORK IN ORDER TO IDENTIFY LUNG ILLNESSES (SUCH AS COVID OR PNEUMONIA). MOBILENET IS A LIGHTWEIGHT NETWORK THAT USES DEPTHWISE SEPARABLE CONVOLUTION TO DEEPEN THE NETWORK WHILE DECREASING PARAMETERS AND COMPUTATION. AUTOML IS A REVOLUTIONARY CONCEPT OF AUTOMATED MACHINE LEARNING (AML) THAT AUTOMATES THE PROCESS OF BUILDING AN ML PIPELINE INSIDE A CONSTRAINED COMPUTING FRAMEWORK. THE TERM \u201cAUTOML\u201d CAN MEAN A NUMBER OF DIFFERENT THINGS DEPENDING ON CONTEXT. AUTOML HAS RISEN TO PROMINENCE IN BOTH THE BUSINESS WORLD AND THE ACADEMIC COMMUNITY THANKS TO THE EVER-INCREASING CAPABILITIES OF MODERN COMPUTERS. PYTHON OPTIMISED ML PIPELINE (TPOT) IS A PYTHON-BASED ML TOOL THAT OPTIMIZES PIPELINE EFFICIENCY VIA GENETIC PROGRAMMING. WE USE TPOT BUILDS MODELS FOR EXTRACTED MOBILENET NETWORK FEATURES FROM COVID-19 IMAGE DATA. THE F1-SCORE OF 0.79 CLASSIFIES NORMAL, VIRAL PNEUMONIA, AND LUNG OPACITY.<\/p>","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","format":"standard","class_list":["post-434007","tnc_col_19837_item","type-tnc_col_19837_item","status-publish","format-standard","hentry","tnc_tax_19993-sdg-3-good-health-and-well-being","tnc_tax_19818-english","tnc_tax_19716-faculty-of-business-and-law","tnc_tax_19659-booksection"],"taxonomy_info":[],"featured_image_src_large":false,"author_info":[],"comment_info":0,"featured_img":false,"coauthors":[],"author_meta":{"author_link":"https:\/\/library.usj.edu.mo\/zh\/author\/emilychan\/","display_name":"emily chan"},"relative_dates":{"created":"Posted 6 \u5929 ago","modified":"Updated 6 \u5929 ago"},"absolute_dates":{"created":"Posted on 24 8 \u6708, 2026","modified":"Updated on 24 8 \u6708, 2026"},"absolute_dates_time":{"created":"Posted on 24 8 \u6708, 2026 5:23 \u4e0b\u5348","modified":"Updated on 24 8 \u6708, 2026 6:33 \u4e0b\u5348"},"featured_img_caption":"","tax_additional":{"tnc_tax_19993":{"linked":["<a href=\"https:\/\/library.usj.edu.mo\/zh\/sdgs\/sdg-3-good-health-and-well-being\/\" class=\"advgb-post-tax-term\">SDG 3 Good Health and Well-being<\/a>"],"unlinked":["<span class=\"advgb-post-tax-term\">SDG 3 Good Health and Well-being<\/span>"],"slug":"tnc_tax_19993","name":"SDGs"},"tnc_tax_19818":{"linked":["<a href=\"https:\/\/library.usj.edu.mo\/zh\/language\/english\/\" class=\"advgb-post-tax-term\">ENGLISH<\/a>"],"unlinked":["<span class=\"advgb-post-tax-term\">ENGLISH<\/span>"],"slug":"tnc_tax_19818","name":"LANGUAGE"},"tnc_tax_19716":{"linked":["<a href=\"https:\/\/library.usj.edu.mo\/zh\/faculty-research-unit\/faculty-of-business-and-law\/\" class=\"advgb-post-tax-term\">FACULTY OF BUSINESS AND LAW<\/a>"],"unlinked":["<span class=\"advgb-post-tax-term\">FACULTY OF BUSINESS AND LAW<\/span>"],"slug":"tnc_tax_19716","name":"FACULTY \/ RESEARCH UNIT"},"tnc_tax_19664":{"linked":[],"unlinked":[],"slug":"tnc_tax_19664","name":"SUBJECT"},"tnc_tax_19659":{"linked":["<a href=\"https:\/\/library.usj.edu.mo\/zh\/resource-type\/booksection\/\" class=\"advgb-post-tax-term\">Book Section<\/a>"],"unlinked":["<span class=\"advgb-post-tax-term\">Book Section<\/span>"],"slug":"tnc_tax_19659","name":"Document Type"}},"series_order":"","_links":{"self":[{"href":"https:\/\/library.usj.edu.mo\/zh\/wp-json\/wp\/v2\/tnc_col_19837_item\/434007","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/library.usj.edu.mo\/zh\/wp-json\/wp\/v2\/tnc_col_19837_item"}],"about":[{"href":"https:\/\/library.usj.edu.mo\/zh\/wp-json\/wp\/v2\/types\/tnc_col_19837_item"}],"replies":[{"embeddable":true,"href":"https:\/\/library.usj.edu.mo\/zh\/wp-json\/wp\/v2\/comments?post=434007"}],"version-history":[{"count":1,"href":"https:\/\/library.usj.edu.mo\/zh\/wp-json\/wp\/v2\/tnc_col_19837_item\/434007\/revisions"}],"predecessor-version":[{"id":436448,"href":"https:\/\/library.usj.edu.mo\/zh\/wp-json\/wp\/v2\/tnc_col_19837_item\/434007\/revisions\/436448"}],"wp:attachment":[{"href":"https:\/\/library.usj.edu.mo\/zh\/wp-json\/wp\/v2\/media?parent=434007"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}