https:\/\/arxiv.org\/pdf\/2303.07533.pdf<\/a><\/p>\n\n\n\n\u2022You can notice: results reported under different criteria, use of tables and figures.<\/p>\n\n\n\n
\u2022Notice\/read the descriptions<\/p>\n\n\n\n
<\/p>\n\n\n\n
Data Analytics, Machine Learning, Data Science <\/p>\n\n\n\n
<\/p>\n","protected":false},"excerpt":{"rendered":"
Evaluation, Results, Analysis, Reporting Evaluation: What and How \u2022Evaluate: the accuracy and generality of the model \u2022 (we did in model evaluation, threat to validity) \u2022Now Evaluate: if model meets the business objectives \u2022Seek if there is some business reasons \u2022why this model is deficient \u2022Evaluation: Take this model and application on real world case … <\/p>\n
Continue reading<\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1974,1],"tags":[],"class_list":["post-78264","post","type-post","status-publish","format-standard","hentry","category-analytics-and-machine-learning-project-development","category-root","item-wrap"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack-related-posts":[{"id":16744,"url":"http:\/\/bangla.sitestree.com\/?p=16744","url_meta":{"origin":78264,"position":0},"title":"Misc. : Classifier Performance and Model Selection","author":"Sayed","date":"February 6, 2020","format":false,"excerpt":"Cross Validation: \" en.wikipedia.org Cross-validation is a resampling procedure used to evaluate machine learning models on a limited data sample. The procedure has a single parameter called k that refers to the number of groups that a given data sample is to be split into. As such, the procedure is\u2026","rel":"","context":"In "AI ML DS RL DL NN NLP Data Mining Optimization"","block_context":{"text":"AI ML DS RL DL NN NLP Data Mining Optimization","link":"http:\/\/bangla.sitestree.com\/?cat=1910"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2020\/02\/image-1.jpeg?resize=350%2C200","width":350,"height":200},"classes":[]},{"id":78178,"url":"http:\/\/bangla.sitestree.com\/?p=78178","url_meta":{"origin":78264,"position":1},"title":"How to Report (or Present) the outcome of your Analytics\/ML Project","author":"Sayed","date":"May 18, 2025","format":false,"excerpt":"Reporting and Analysis \u2022Examples \u2022Results section: Page 51: STOCK MARKET PREDICTION USING ENSEMBLE OF GRAPHTHEORY, MACHINE LEARNING AND DEEP LEARNING MODELS \u2022https:\/\/scholarworks.sjsu.edu\/cgi\/viewcontent.cgi?article=1692&context=etd_projects \u2022Check Results and Discussion sections \u2022https:\/\/arxiv.org\/ftp\/arxiv\/papers\/2203\/2203.06848.pdf \u2022A Comparative Study on Forecasting of Retail Sales May be complicated: Learning Context-Aware Classifier for Semantic Segmentation \u2022https:\/\/arxiv.org\/pdf\/2303.11633.pdf \u2022Learning Context-Aware Classifier for\u2026","rel":"","context":"In "Analytics and Machine Learning Project Development"","block_context":{"text":"Analytics and Machine Learning Project Development","link":"http:\/\/bangla.sitestree.com\/?cat=1974"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-13.png?resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-13.png?resize=350%2C200 1x, https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-13.png?resize=525%2C300 1.5x"},"classes":[]},{"id":78251,"url":"http:\/\/bangla.sitestree.com\/?p=78251","url_meta":{"origin":78264,"position":2},"title":"Threat To Validity for Your Data Analytics Projects","author":"Sayed","date":"May 22, 2025","format":false,"excerpt":"\u2022Internal \u2022External \u2022Construct \u2022Statistical Conclusion \u2022Internal: Informative variable missing. Bring data from other sources \u2022External: Fixation variable make the result perfect. Model may not generalize \u2022Construct: Class imbalance affects outcome badly \u2022Statistical Conclusion: Based on the statistical measure used, the conclusion can be incorrect. \u2022Data Mining: Association: Support, Confidence, and\u2026","rel":"","context":"In "Analytics and Machine Learning Project Development"","block_context":{"text":"Analytics and Machine Learning Project Development","link":"http:\/\/bangla.sitestree.com\/?cat=1974"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-43.png?resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-43.png?resize=350%2C200 1x, https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-43.png?resize=525%2C300 1.5x"},"classes":[]},{"id":67636,"url":"http:\/\/bangla.sitestree.com\/?p=67636","url_meta":{"origin":78264,"position":3},"title":"Steps in Data Warehouse Design and Implementation #Data Warehouse #Data Warehouse – 001 #Data Warehouse #Data Warehouse Misc","author":"Author-Check- Article-or-Video","date":"July 26, 2021","format":false,"excerpt":"\u00a0 Most BI projects usually fail. It is not due to the errors in the construction steps but due to the inappropriate design steps and methodologies. Waterfall method is not appropriate for BI. A method like developmental spiral may be more appropriate. Ref: [W. A. Giovinazzo ] Steps in developmental\u2026","rel":"","context":"In "FromSitesTree.com"","block_context":{"text":"FromSitesTree.com","link":"http:\/\/bangla.sitestree.com\/?cat=1917"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":69209,"url":"http:\/\/bangla.sitestree.com\/?p=69209","url_meta":{"origin":78264,"position":4},"title":"Steps in Data Warehouse Design and Implementation #44","author":"Author-Check- Article-or-Video","date":"August 14, 2021","format":false,"excerpt":"Most BI projects usually fail. It is not due to the errors in construction steps but due to the inappropriate design steps and methodologies. Waterfall method is not appropriate for BI. A method like developmental spiral may be more appropriate. Ref: [W. A. Giovinazzo ] Steps in developmental spiral: Definition,\u2026","rel":"","context":"In "FromSitesTree.com"","block_context":{"text":"FromSitesTree.com","link":"http:\/\/bangla.sitestree.com\/?cat=1917"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":16964,"url":"http:\/\/bangla.sitestree.com\/?p=16964","url_meta":{"origin":78264,"position":5},"title":"Python: Merge Multiple csv files into one to facilitate reporting on transaction data over time","author":"Sayed","date":"March 21, 2020","format":false,"excerpt":"Python: Merge Multiple csv files into one to facilitate reporting on transaction data over time By Sayed Ahmed Merge multiple transaction files into one. This is an extension to the article: Python: Read RBC Canada: Mastercard PDF Statement Transaction Data into CSV file By Sayed Ahmedmedium.com The Code for Merging\u2026","rel":"","context":"In "\u09ac\u09cd\u09b2\u0997 \u0964 Blog"","block_context":{"text":"\u09ac\u09cd\u09b2\u0997 \u0964 Blog","link":"http:\/\/bangla.sitestree.com\/?cat=182"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]}],"_links":{"self":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/78264","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=78264"}],"version-history":[{"count":2,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/78264\/revisions"}],"predecessor-version":[{"id":78267,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/78264\/revisions\/78267"}],"wp:attachment":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=78264"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=78264"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=78264"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
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