{"id":78217,"date":"2025-05-21T01:51:15","date_gmt":"2025-05-21T01:51:15","guid":{"rendered":"http:\/\/bangla.sitestree.com\/?p=78217"},"modified":"2025-06-08T21:34:01","modified_gmt":"2025-06-08T21:34:01","slug":"model-selection","status":"publish","type":"post","link":"http:\/\/bangla.sitestree.com\/?p=78217","title":{"rendered":"Model Selection"},"content":{"rendered":"\n<p><\/p>\n\n\n\n<p>\u2022 Optimizations\/Machine Learning\/Data Mining\/Deep Learning\/Reinforcement Learning\/Graph Mining\/NLP\/Genetic Algorithms<\/p>\n\n\n\n<p>\u2022 Regression<\/p>\n\n\n\n<p>\u2022 Linear<\/p>\n\n\n\n<p>\u2022 Non-Linear<\/p>\n\n\n\n<p>\u2022 Classifications<\/p>\n\n\n\n<p>\u2022 Logistics Regression<\/p>\n\n\n\n<p>\u2022 Sigmoid : Binary<\/p>\n\n\n\n<p>\u2022 Softmax: Multi-Class<\/p>\n\n\n\n<p>\u2022 Bayes Classifier<\/p>\n\n\n\n<p>\u2022 SVM<\/p>\n\n\n\n<p>\u2022 Bayesian: Regression\/Classification<\/p>\n\n\n\n<p>\u2022 Clustering<\/p>\n\n\n\n<p>\u2022 K-NN<\/p>\n\n\n\n<p>\u2022 KNN+<\/p>\n\n\n\n<p>\u2022 Kmeans, Hierarchical, Density<\/p>\n\n\n\n<p>\u2022Machine Learning\/Data Mining\/Deep Learning\/Reinforcement Learning\/Graph Mining\/NLP<\/p>\n\n\n\n<p>\u2022Time Series Analysis<\/p>\n\n\n\n<p>\u2022Decision (Regression, Classification) Trees<\/p>\n\n\n\n<p>\u2022Univariate<\/p>\n\n\n\n<p>\u2022Multivariate<\/p>\n\n\n\n<p>\u2022Random Forest<\/p>\n\n\n\n<p>\u2022Reinforcement Learning<\/p>\n\n\n\n<p>\u2022Q-Learning<\/p>\n\n\n\n<p>\u2022Monte Carlo<\/p>\n\n\n\n<p>\u2022Deep Learning (Know variations, find a fit)<\/p>\n\n\n\n<p>\u2022MLP<\/p>\n\n\n\n<p>\u2022LSTM<\/p>\n\n\n\n<p>\u2022RNN<\/p>\n\n\n\n<p>\u2022Ensemble Methods<\/p>\n\n\n\n<p>\u2022Multiple Learners Together<\/p>\n\n\n\n<p>Ref: Internet, Demir Slides<\/p>\n\n\n\n<p>Data Analytics, Machine Learning, Data Science<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u2022 Optimizations\/Machine Learning\/Data Mining\/Deep Learning\/Reinforcement Learning\/Graph Mining\/NLP\/Genetic Algorithms \u2022 Regression \u2022 Linear \u2022 Non-Linear \u2022 Classifications \u2022 Logistics Regression \u2022 Sigmoid : Binary \u2022 Softmax: Multi-Class \u2022 Bayes Classifier \u2022 SVM \u2022 Bayesian: Regression\/Classification \u2022 Clustering \u2022 K-NN \u2022 KNN+ \u2022 Kmeans, Hierarchical, Density \u2022Machine Learning\/Data Mining\/Deep Learning\/Reinforcement Learning\/Graph Mining\/NLP \u2022Time Series Analysis \u2022Decision (Regression, &hellip; <\/p>\n<p><a class=\"more-link btn\" href=\"http:\/\/bangla.sitestree.com\/?p=78217\">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-78217","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":23012,"url":"http:\/\/bangla.sitestree.com\/?p=23012","url_meta":{"origin":78217,"position":0},"title":"SQL Server and Data Mining Algorithms #Root #By Sayed Ahmed","author":"Author-Check- Article-or-Video","date":"March 23, 2021","format":false,"excerpt":"SQL Server and Data Mining Algorithms Microsoft Association Algorithm Microsoft Clustering Algorithm Microsoft Decision Trees Algorithm Microsoft Linear Regression Algorithm Microsoft Logistic Regression Algorithm Microsoft Naive Bayes Algorithm Microsoft Neural Network Algorithm Microsoft Sequence Clustering Algorithm Microsoft Time Series Algorithm From: http:\/\/sitestree.com\/?p=1901 Categories:Root, By Sayed AhmedTags: Post Data:2015-02-04 22:27:13 Shop\u2026","rel":"","context":"In &quot;FromSitesTree.com&quot;","block_context":{"text":"FromSitesTree.com","link":"http:\/\/bangla.sitestree.com\/?cat=1917"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":20577,"url":"http:\/\/bangla.sitestree.com\/?p=20577","url_meta":{"origin":78217,"position":1},"title":"Machine Learning (and related) Resources as may have consulted in the past","author":"Sayed","date":"February 23, 2021","format":false,"excerpt":"References Projects mentioned on: http:\/\/sitestree.com\/prediction-bayesian-regression-concepts-example-projects\/ Insurance HealthCare Costs: https:\/\/github.com\/techshot25\/HealthCare Linear and Bayesian modeling in R: Predicting movie popularity https:\/\/towardsdatascience.com\/linear-and-bayesian-modelling-in-r-predicting-movie-popularity-6c8ef0a44184 Bayesian-Stock-Price-Prediction https:\/\/github.com\/lschlessinger1\/Bayesian-Stock-Price-Prediction Bayesian Prediction: Well (Oil) Production https:\/\/github.com\/jpgrana\/bayesian-approach-predicting-well-production Binary Classification on Stock Market (S&P 500) using Naive Bayes and Logistic Regression https:\/\/github.com\/NeilPrabhu\/Stock-Prediction Naive Bayes Weather Prediction https:\/\/github.com\/husnainfareed\/simple-naive-bayes-weather-prediction\/blob\/master\/bayes.py Regression Predict Fuel Efficiency:\u2026","rel":"","context":"In &quot;\u09ac\u09cd\u09b2\u0997 \u0964 Blog&quot;","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":[]},{"id":14889,"url":"http:\/\/bangla.sitestree.com\/?p=14889","url_meta":{"origin":78217,"position":2},"title":"Prediction: Bayesian: Regression: Concepts\/Example Projects","author":"Sayed","date":"July 7, 2019","format":false,"excerpt":"Insurance HealthCare Costs: https:\/\/github.com\/techshot25\/HealthCare Linear and Bayesian modeling in R: Predicting movie popularity https:\/\/towardsdatascience.com\/linear-and-bayesian-modelling-in-r-predicting-movie-popularity-6c8ef0a44184 Bayesian-Stock-Price-Prediction https:\/\/github.com\/lschlessinger1\/Bayesian-Stock-Price-Prediction Bayesian Prediction: Well (Oil) Production https:\/\/github.com\/jpgrana\/bayesian-approach-predicting-well-production Binary Classification on Stock Market (S&P 500) using Naive Bayes and Logistic Regression https:\/\/github.com\/NeilPrabhu\/Stock-Prediction Naive Bayes Weather Prediction https:\/\/github.com\/husnainfareed\/simple-naive-bayes-weather-prediction\/blob\/master\/bayes.py Regression Predict Fuel Efficiency: https:\/\/www.tensorflow.org\/tutorials\/keras\/basic_regression Regression-Example-Predicting-House-Prices https:\/\/github.com\/andersy005\/deep-learning\/blob\/master\/keras\/04-A-Regression-Example-Predicting-House-Prices.ipynb Stock Price\u2026","rel":"","context":"In &quot;AI ML DS RL DL NN NLP Data Mining Optimization&quot;","block_context":{"text":"AI ML DS RL DL NN NLP Data Mining Optimization","link":"http:\/\/bangla.sitestree.com\/?cat=1910"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":14810,"url":"http:\/\/bangla.sitestree.com\/?p=14810","url_meta":{"origin":78217,"position":3},"title":"SQL Server (SSAS): Data Mining: Data Science: Data Analytics: Prediction: Neural Networks : Linear\/Logistics Regression","author":"Sayed","date":"June 15, 2019","format":false,"excerpt":"SQL Server Analysis Service: Data Mining Algorithms (Analysis Services - Data Mining) https:\/\/docs.microsoft.com\/en-us\/sql\/analysis-services\/data-mining\/data-mining-algorithms-analysis-services-data-mining?view=sql-server-2017 -- Microsoft Association Algorithm https:\/\/docs.microsoft.com\/en-us\/sql\/analysis-services\/data-mining\/microsoft-association-algorithm?view=sql-server-2017 -- Association Model Query Examples https:\/\/docs.microsoft.com\/en-us\/sql\/analysis-services\/data-mining\/association-model-query-examples?view=sql-server-2017 -- Microsoft Clustering Algorithm https:\/\/docs.microsoft.com\/en-us\/sql\/analysis-services\/data-mining\/microsoft-clustering-algorithm?view=sql-server-2017 Clustering Model Query Examples https:\/\/docs.microsoft.com\/en-us\/sql\/analysis-services\/data-mining\/clustering-model-query-examples?view=sql-server-2017 -- Microsoft Time Series Algorithm https:\/\/docs.microsoft.com\/en-us\/sql\/analysis-services\/data-mining\/microsoft-time-series-algorithm?view=sql-server-2017 --- Time Series Model Query Examples https:\/\/docs.microsoft.com\/en-us\/sql\/analysis-services\/data-mining\/time-series-model-query-examples?view=sql-server-2017 --- Microsoft Neural\u2026","rel":"","context":"In &quot;AI ML DS RL DL NN NLP Data Mining Optimization&quot;","block_context":{"text":"AI ML DS RL DL NN NLP Data Mining Optimization","link":"http:\/\/bangla.sitestree.com\/?cat=1910"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":16665,"url":"http:\/\/bangla.sitestree.com\/?p=16665","url_meta":{"origin":78217,"position":4},"title":"Bayesian Statistics and Machine Learning","author":"Sayed","date":"January 19, 2020","format":false,"excerpt":"Bayesian Statistics and Machine Learning \"Bayesian inference is a method of statistical inference in which Bayes' theorem is used to update the probability for a hypothesis as more evidence or information becomes available. Bayesian inference is an important technique in statistics, and especially in mathematical statistics.\" en.wikipedia.org \u203a wiki \u203a\u2026","rel":"","context":"In &quot;AI ML DS RL DL NN NLP Data Mining Optimization&quot;","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\/01\/image-1.png?resize=350%2C200","width":350,"height":200},"classes":[]},{"id":22629,"url":"http:\/\/bangla.sitestree.com\/?p=22629","url_meta":{"origin":78217,"position":5},"title":"Resources for Data Science Based Project Development","author":"Sayed","date":"March 16, 2021","format":false,"excerpt":"Projects mentioned on: http:\/\/sitestree.com\/prediction-bayesian-regression-concepts-example-projects\/ Insurance HealthCare Costs: https:\/\/github.com\/techshot25\/HealthCare Linear and Bayesian modeling in R: Predicting movie popularity https:\/\/towardsdatascience.com\/linear-and-bayesian-modelling-in-r-predicting-movie-popularity-6c8ef0a44184 Bayesian-Stock-Price-Prediction https:\/\/github.com\/lschlessinger1\/Bayesian-Stock-Price-Prediction Bayesian Prediction: Well (Oil) Production https:\/\/github.com\/jpgrana\/bayesian-approach-predicting-well-production Binary Classification on Stock Market (S&P 500) using Naive Bayes and Logistic Regression https:\/\/github.com\/NeilPrabhu\/Stock-Prediction Naive Bayes Weather Prediction https:\/\/github.com\/husnainfareed\/simple-naive-bayes-weather-prediction\/blob\/master\/bayes.py Regression Predict Fuel Efficiency: https:\/\/www.tensorflow.org\/tutorials\/keras\/basic_regression\u2026","rel":"","context":"In &quot;\u09ac\u09cd\u09b2\u0997 \u0964 Blog&quot;","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\/78217","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=78217"}],"version-history":[{"count":3,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/78217\/revisions"}],"predecessor-version":[{"id":78277,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/78217\/revisions\/78277"}],"wp:attachment":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=78217"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=78217"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=78217"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}