{"id":78200,"date":"2025-05-21T01:24:13","date_gmt":"2025-05-21T01:24:13","guid":{"rendered":"http:\/\/bangla.sitestree.com\/?p=78200"},"modified":"2025-06-08T21:34:01","modified_gmt":"2025-06-08T21:34:01","slug":"experimental-design-examples-data-analytics-projects","status":"publish","type":"post","link":"http:\/\/bangla.sitestree.com\/?p=78200","title":{"rendered":"Experimental Design Examples (Data Analytics Projects)"},"content":{"rendered":"\n
\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n\n\n\n

<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

Data Analytics, Machine Learning, Data Science<\/p>\n","protected":false},"excerpt":{"rendered":"

Data Analytics, Machine Learning, Data Science<\/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-78200","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":78226,"url":"http:\/\/bangla.sitestree.com\/?p=78226","url_meta":{"origin":78200,"position":0},"title":"Factors\/Variables to Consider For Experimental Design for Data Analytics Projects","author":"Sayed","date":"May 22, 2025","format":false,"excerpt":"Design of experiments fishbone REF: [1]. Gregory S. Nelson. The Analytics Lifecycle Toolkit: A Practical Guide for an Effective\u00a0 Analytics Capability, \u00a0John Wiley & Sons \u00a9 2018 . Chapter 6 - Problem Framing Data Analytics, Machine Learning Data Analytics, Machine Learning, Data Science","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-27.png?resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-27.png?resize=350%2C200 1x, https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-27.png?resize=525%2C300 1.5x, https:\/\/i0.wp.com\/bangla.sitestree.com\/wp-content\/uploads\/2025\/05\/image-27.png?resize=700%2C400 2x"},"classes":[]},{"id":78187,"url":"http:\/\/bangla.sitestree.com\/?p=78187","url_meta":{"origin":78200,"position":1},"title":"Inductive and Deductive Methods for Data Analytics Projects","author":"Sayed","date":"May 20, 2025","format":false,"excerpt":"Inductive and Deductive Methods for Data Analytics Projects Deductive: Top-down approach. Take existing theories and apply to data Inductive: Bottom-up approach. Observe data and derive a hypothesis. \" Examples in Data Analytics: Inductive: Analyzing customer purchase data to identify recurring patterns in buying habits, which can lead to new marketing\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":"","width":0,"height":0},"classes":[]},{"id":78262,"url":"http:\/\/bangla.sitestree.com\/?p=78262","url_meta":{"origin":78200,"position":2},"title":"Examples: Experiment Design","author":"Sayed","date":"May 22, 2025","format":false,"excerpt":"Experiment 1: Forecast the\u00a0nations that will have the most suicides,\u00a0 Data: Output variables: Method\/Algorithm for this experiment Experiment 2: Find out the association of GDP and population size on suicide rates, Data: Output variables: Method\/Algorithm for this experiment Experiment design 3: Predict which age groups are most prone to commit\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":"","width":0,"height":0},"classes":[]},{"id":78198,"url":"http:\/\/bangla.sitestree.com\/?p=78198","url_meta":{"origin":78200,"position":3},"title":"Evaluating Your Data Analytics Project Outcome","author":"Sayed","date":"May 21, 2025","format":false,"excerpt":"Regression Projects \u2022 R Square, Goodness of fit \u2022 RMSE Classification Projects \u2022 Confusion Matrix \u2022 ROC \u2022 Accuracy, Recall, Precision RL \u2013 Reinforcement \u2022 Reward - Cumulative Data Analytics, Machine Learning, Data Science","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":"","width":0,"height":0},"classes":[]},{"id":78191,"url":"http:\/\/bangla.sitestree.com\/?p=78191","url_meta":{"origin":78200,"position":4},"title":"Data Requirements for Data Analytics Projects","author":"Sayed","date":"May 21, 2025","format":false,"excerpt":"Data \u2022 Dataset Characteristics \u2022Large Scale, Real, Representative, Relevant Features, balanced classes, unit relevant \u2022 Adapting data\/dataset for the project \u2022Clean, normalize\/standardize, bring more data, and bring more data of the missing type \u2022 Data Suitability for the project \u2022 Check for R Square Measure \u2022 Check for Bias, Variance,\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":"","width":0,"height":0},"classes":[]},{"id":78193,"url":"http:\/\/bangla.sitestree.com\/?p=78193","url_meta":{"origin":78200,"position":5},"title":"Initial Analysis of Text and Image Data (Data Analytics and ML Projects)","author":"Sayed","date":"May 21, 2025","format":false,"excerpt":"Initial Analysis of Text Data \u2022 Stop word filter \u2022 Lemma \u2022 POS \u2022 Vocabulary Analysis Image Data: Initial Analysis \u2022 Fix image size, ratios \u2022 Image Scaling \u2022 Transform to Gray \u2022 Standardize Data Analytics, Machine Learning, Data Science","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":"","width":0,"height":0},"classes":[]}],"_links":{"self":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/78200","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=78200"}],"version-history":[{"count":2,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/78200\/revisions"}],"predecessor-version":[{"id":78280,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/78200\/revisions\/78280"}],"wp:attachment":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=78200"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=78200"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=78200"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}