Potential Models<\/strong><\/p>\n\n\n\n<\/p>\n\n\n\n
\u2022 Statistical Models<\/p>\n\n\n\n
\u2022 Parametric and Non-Parametric<\/p>\n\n\n\n
\u2022 Mathematical Model (Optimization)<\/p>\n\n\n\n
\u2022 Machine Learning<\/p>\n\n\n\n
\u2022 Data Mining<\/p>\n\n\n\n
\u2022 Deep Learning<\/p>\n\n\n\n
\u2022 Reinforcement Learning<\/p>\n\n\n\n
\u2022 Graph Mining<\/p>\n\n\n\n
\u2022 NLP<\/p>\n\n\n\n
\u2022 Optimization<\/p>\n\n\n\n
\u2022 Genetic Algorithm<\/p>\n\n\n\n
<\/p>\n\n\n\n
<\/p>\n\n\n\n
\u2022Association<\/p>\n\n\n\n
\u2022Basket Association<\/p>\n\n\n\n
\u2022Apriori Algorithm<\/p>\n\n\n\n
\u2022Supervised<\/p>\n\n\n\n
\u2022Classification<\/p>\n\n\n\n
\u2022Regression<\/p>\n\n\n\n
\u2022Unsupervised<\/p>\n\n\n\n
\u2022Clustering\/Customer Segmentation<\/p>\n\n\n\n
\u2022Reinforcement<\/p>\n\n\n\n
\u2022Learn a policy (interactively)<\/p>\n\n\n\n
\u2022Game Playing<\/p>\n\n\n\n
\u2022Robot in a Maze<\/p>\n\n\n\n
\u2022Genetic<\/p>\n\n\n\n
\u2022Optimization<\/p>\n\n\n\n
<\/p>\n\n\n\n<\/p>\n\n\n\n
Data Analytics, Machine Learning, Data Science<\/p>\n","protected":false},"excerpt":{"rendered":"
Potential Models \u2022 Statistical Models \u2022 Parametric and Non-Parametric \u2022 Mathematical Model (Optimization) \u2022 Machine Learning \u2022 Data Mining \u2022 Deep Learning \u2022 Reinforcement Learning \u2022 Graph Mining \u2022 NLP \u2022 Optimization \u2022 Genetic Algorithm \u2022Association \u2022Basket Association \u2022Apriori Algorithm \u2022Supervised \u2022Classification \u2022Regression \u2022Unsupervised \u2022Clustering\/Customer Segmentation \u2022Reinforcement \u2022Learn a policy (interactively) \u2022Game Playing \u2022Robot in … <\/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-78210","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":17349,"url":"http:\/\/bangla.sitestree.com\/?p=17349","url_meta":{"origin":78210,"position":0},"title":"Lecture Slides: Introduction to Machine Learning","author":"Sayed","date":"August 17, 2020","format":false,"excerpt":"https:\/\/www.cmpe.boun.edu.tr\/~ethem\/i2ml2e\/ Lecture Slides: Introduction (pdf,ppt) Supervised Learning (pdf, ppt) Bayesian Decision Theory (pdf, ppt) Parametric Methods (pdf, ppt) Multivariate Methods (pdf, ppt) Dimensionality Reduction (pdf, ppt) Clustering (pdf, ppt) Nonparametric Methods (pdf, ppt) Decision Trees (pdf, ppt) Linear Discrimination (pdf, ppt) Multilayer Perceptrons (pdf, ppt) Local Models (pdf, ppt) Kernel\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":[]},{"id":16641,"url":"http:\/\/bangla.sitestree.com\/?p=16641","url_meta":{"origin":78210,"position":1},"title":"Misc. Optimization. Machine Learning","author":"Sayed","date":"January 14, 2020","format":false,"excerpt":"\"What is machine learning optimization? Optimization is the most essential ingredient in the recipe of machine learning algorithms. It starts with defining some kind of loss function\/cost function and ends with minimizing the it using one or the other optimization routine.Sep 5, 2018\" https:\/\/towardsdatascience.com\/demystifying-optimizations-for-machine-learning-c6c6405d3eea Ordered vector space \"Given a vector\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":"A-B","src":"https:\/\/i0.wp.com\/mathworld.wolfram.com\/images\/equations\/VectorOrdering\/Inline1.gif?resize=350%2C200","width":350,"height":200},"classes":[]},{"id":78217,"url":"http:\/\/bangla.sitestree.com\/?p=78217","url_meta":{"origin":78210,"position":2},"title":"Model Selection","author":"Sayed","date":"May 21, 2025","format":false,"excerpt":"\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\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":16500,"url":"http:\/\/bangla.sitestree.com\/?p=16500","url_meta":{"origin":78210,"position":3},"title":"Overview on optimization concepts: From the Internet","author":"Sayed","date":"December 10, 2019","format":false,"excerpt":"Optimization Concepts: Convex sets: \"A convex set is a set of points such that, given any two points A, B in that set, the line AB joining them lies entirely within that set. Intuitively, this means that the set is connected (so that you can pass between any two points\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":"","width":0,"height":0},"classes":[]},{"id":16311,"url":"http:\/\/bangla.sitestree.com\/?p=16311","url_meta":{"origin":78210,"position":4},"title":"Graph Mining: What is Graph Mining? Learn by finding answers to the following questions. Can you answer the following questions?","author":"Sayed","date":"October 9, 2019","format":false,"excerpt":"Graph Mining: What is Graph Mining? Learn by finding answers to the following questions. Can you answer the following questions? What is Graph Mining? What is a Graph anyway? Is Graph mining just a kind of Machine Learning? i.e. is Machine Learning the only primary component of Graph Mining? Does\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":"","width":0,"height":0},"classes":[]},{"id":22869,"url":"http:\/\/bangla.sitestree.com\/?p=22869","url_meta":{"origin":78210,"position":5},"title":"Graph Mining: Job Prospect","author":"Sayed","date":"March 21, 2021","format":false,"excerpt":"Job Prospect for Graph Mining Industry Job Prospect for Graph Mining Sample Jobs https:\/\/www.careerbuilder.com\/jobs-graph-mining https:\/\/www.indeed.com\/q-Graph-Mining-jobs.html For example, Google works in the following areas of Graph Mining. Google has jobs for such. Also, Facebook and any other social networking site will have jobs in relation to Graph Mining. Computational Biology, Medicine\u2026","rel":"","context":"In "Graph Mining"","block_context":{"text":"Graph Mining","link":"http:\/\/bangla.sitestree.com\/?cat=1905"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]}],"_links":{"self":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/78210","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=78210"}],"version-history":[{"count":5,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/78210\/revisions"}],"predecessor-version":[{"id":78278,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/78210\/revisions\/78278"}],"wp:attachment":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=78210"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=78210"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=78210"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
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