{"id":63958,"date":"2021-06-03T22:10:09","date_gmt":"2021-06-04T02:10:09","guid":{"rendered":"https:\/\/bangla.salearningschool.com\/recent-posts\/misc-optimization-machine-learning-data-science-resources\/"},"modified":"2021-06-03T22:10:09","modified_gmt":"2021-06-04T02:10:09","slug":"misc-optimization-machine-learning-data-science-resources","status":"publish","type":"post","link":"http:\/\/bangla.sitestree.com\/?p=63958","title":{"rendered":"Misc: Optimization: Machine Learning: Data Science Resources"},"content":{"rendered":"

http:\/\/web.mit.edu\/15.053\/www\/AMP-Chapter-09.pdf<\/a><\/p>\n

https:\/\/www.cs.cmu.edu\/~anupamg\/adv-approx\/lecture14.pdf<\/a><\/p>\n

http:\/\/bangla.salearningschool.com\/recent-posts\/misc-optimization\/<\/a><\/p>\n

https:\/\/www.futurelearn.com\/info\/courses\/maths-linear-quadratic-relations\/0\/steps\/12128<\/a><\/p>\n

https:\/\/www.mathsisfun.com\/algebra\/systems-linear-equations-matrices.html<\/a><\/p>\n

https:\/\/www.wolframalpha.com\/input\/?i=subspace<\/a><\/p>\n

https:\/\/www.cse.iitk.ac.in\/users\/rmittal\/prev_course\/s14\/notes\/lec3.pdf<\/a><\/p>\n

https:\/\/observablehq.com\/@eliaskal\/point-combinations-linear-conic-affine-convex<\/a><\/p>\n

https:\/\/www.cse.iitk.ac.in\/users\/rmittal\/prev_course\/s14\/course_s14.html<\/a><\/p>\n

http:\/\/bangla.salearningschool.com\/recent-posts\/misc-math-might-relate-to-optimization\/<\/a><\/p>\n

http:\/\/bangla.salearningschool.com\/recent-posts\/part-x-engineering-optimization-mathematical-optimization\/<\/a><\/p>\n

https:\/\/www.dr-eriksen.no\/teaching\/GRA6035\/2010\/lecture4.pdf<\/a><\/p>\n

https:\/\/www.mathsisfun.com\/calculus\/concave-up-down-convex.html<\/a><\/p>\n

https:\/\/www-ljk.imag.fr\/membres\/Anatoli.Iouditski\/cours\/convex\/chapitre_3.pdf<\/a><\/p>\n

http:\/\/bangla.salearningschool.com\/recent-posts\/optimization-and-linear-algebra-math-from-the-internet\/<\/a><\/p>\n

https:\/\/www.thestudentroom.co.uk\/showthread.php?t=1247928<\/a><\/p>\n

https:\/\/en.wikipedia.org\/wiki\/Hessian_matrix<\/a><\/p>\n

https:\/\/en.wikipedia.org\/wiki\/Newton%27s_method_in_optimization<\/a><\/p>\n

https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1002\/9781118733639.app6<\/a><\/p>\n

http:\/\/bangla.salearningschool.com\/recent-posts\/optimization-and-linear-algebra-math-from-the-internet\/<\/a><\/p>\n

https:\/\/en.wikipedia.org\/wiki\/Interior-point_method<\/a><\/p>\n

https:\/\/web.stanford.edu\/~boyd\/papers\/rt_cvx_sig_proc.html<\/a><\/p>\n

Must Read<\/p>\n

https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/02\/ivantash-optimization_methods_and_their_applications_in_dsp.pdf<\/a><\/p>\n

https:\/\/www.researchgate.net\/publication\/269211254_The_analysis_and_optimization_algorithms_of_the_electronic_circuits_design<\/a><\/p>\n

good one<\/p>\n

http:\/\/www.bcamath.org\/documentos_public\/courses\/Nogales_2012-13_02_18-22.pdf<\/a><\/p>\n

https:\/\/en.wikipedia.org\/wiki\/Convex_analysis<\/a><\/p>\n

https:\/\/www.khanacademy.org\/search?page_search_query=Optimization%20problems%20(calculus)<\/a><\/p>\n

http:\/\/bangla.salearningschool.com\/recent-posts\/overview-on-optimization-concepts-from-the-internet\/<\/a><\/p>\n

http:\/\/bangla.salearningschool.com\/recent-posts\/misc-optimization-machine-learning\/<\/a><\/p>\n

http:\/\/bangla.salearningschool.com\/recent-posts\/misc-math-data-science-machine-learning-optimization-vector-pca-basis-covariance\/<\/a><\/p>\n

https:\/\/www.mathsisfun.com\/algebra\/matrix-inverse-row-operations-gauss-jordan.html<\/a><\/p>\n

http:\/\/bangla.salearningschool.com\/recent-posts\/misc-math-for-data-science-engineering-and-or-optimization\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

http:\/\/web.mit.edu\/15.053\/www\/AMP-Chapter-09.pdf https:\/\/www.cs.cmu.edu\/~anupamg\/adv-approx\/lecture14.pdf http:\/\/bangla.salearningschool.com\/recent-posts\/misc-optimization\/ https:\/\/www.futurelearn.com\/info\/courses\/maths-linear-quadratic-relations\/0\/steps\/12128 https:\/\/www.mathsisfun.com\/algebra\/systems-linear-equations-matrices.html https:\/\/www.wolframalpha.com\/input\/?i=subspace https:\/\/www.cse.iitk.ac.in\/users\/rmittal\/prev_course\/s14\/notes\/lec3.pdf https:\/\/observablehq.com\/@eliaskal\/point-combinations-linear-conic-affine-convex https:\/\/www.cse.iitk.ac.in\/users\/rmittal\/prev_course\/s14\/course_s14.html http:\/\/bangla.salearningschool.com\/recent-posts\/misc-math-might-relate-to-optimization\/ http:\/\/bangla.salearningschool.com\/recent-posts\/part-x-engineering-optimization-mathematical-optimization\/ https:\/\/www.dr-eriksen.no\/teaching\/GRA6035\/2010\/lecture4.pdf https:\/\/www.mathsisfun.com\/calculus\/concave-up-down-convex.html https:\/\/www-ljk.imag.fr\/membres\/Anatoli.Iouditski\/cours\/convex\/chapitre_3.pdf http:\/\/bangla.salearningschool.com\/recent-posts\/optimization-and-linear-algebra-math-from-the-internet\/ https:\/\/www.thestudentroom.co.uk\/showthread.php?t=1247928 https:\/\/en.wikipedia.org\/wiki\/Hessian_matrix https:\/\/en.wikipedia.org\/wiki\/Newton%27s_method_in_optimization https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1002\/9781118733639.app6 http:\/\/bangla.salearningschool.com\/recent-posts\/optimization-and-linear-algebra-math-from-the-internet\/ https:\/\/en.wikipedia.org\/wiki\/Interior-point_method https:\/\/web.stanford.edu\/~boyd\/papers\/rt_cvx_sig_proc.html Must Read https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/02\/ivantash-optimization_methods_and_their_applications_in_dsp.pdf https:\/\/www.researchgate.net\/publication\/269211254_The_analysis_and_optimization_algorithms_of_the_electronic_circuits_design good one http:\/\/www.bcamath.org\/documentos_public\/courses\/Nogales_2012-13_02_18-22.pdf https:\/\/en.wikipedia.org\/wiki\/Convex_analysis https:\/\/www.khanacademy.org\/search?page_search_query=Optimization%20problems%20(calculus) http:\/\/bangla.salearningschool.com\/recent-posts\/overview-on-optimization-concepts-from-the-internet\/ http:\/\/bangla.salearningschool.com\/recent-posts\/misc-optimization-machine-learning\/ http:\/\/bangla.salearningschool.com\/recent-posts\/misc-math-data-science-machine-learning-optimization-vector-pca-basis-covariance\/ https:\/\/www.mathsisfun.com\/algebra\/matrix-inverse-row-operations-gauss-jordan.html http:\/\/bangla.salearningschool.com\/recent-posts\/misc-math-for-data-science-engineering-and-or-optimization\/<\/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":[182],"tags":[],"class_list":["post-63958","post","type-post","status-publish","format-standard","hentry","category---blog","item-wrap"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack-related-posts":[{"id":16742,"url":"http:\/\/bangla.sitestree.com\/?p=16742","url_meta":{"origin":63958,"position":0},"title":"Misc. Optimization:","author":"Sayed","date":"February 4, 2020","format":false,"excerpt":"\"Linear programming (LP, also called linear optimization) is a method to achieve the best outcome (such as maximum profit or lowest cost) in a mathematical model whose requirements are represented by linear relationships. en.wikipedia.org \u203a wiki \u203a Linear_programming Linear programming - Wikipedia\" \"Branch and bound (BB, B&B, or BnB) 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":"","width":0,"height":0},"classes":[]},{"id":16701,"url":"http:\/\/bangla.sitestree.com\/?p=16701","url_meta":{"origin":63958,"position":1},"title":"Misc. Math. Data Science. Machine Learning. Optimization. Vector, PCA, Basis, Covariance","author":"Sayed","date":"January 30, 2020","format":false,"excerpt":"Misc. Math. Data Science. Machine Learning. Optimization. Vector, PCA, Basis, Covariance Orthonormality: Orthonormal Vectors \"In linear algebra, two vectors in an inner product space are orthonormal if they are orthogonal and unit vectors. A set of vectors form an orthonormal set if all vectors in the set are mutually orthogonal\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\/01\/image-8-e1580436936625.png?resize=350%2C200","width":350,"height":200},"classes":[]},{"id":16989,"url":"http:\/\/bangla.sitestree.com\/?p=16989","url_meta":{"origin":63958,"position":2},"title":"Modeling and Optimization : Gurobi, Cplex in addition to Matlab","author":"Sayed","date":"April 11, 2020","format":false,"excerpt":"Modeling and Optimization : Gurobi, Cplex in addition to Matlab Python in general can be a better choice for Gurobi, and CPlex. Gurobi works with Matlab as well. You can develop Gurobi applications in Anaconda, and Jupyter. GUROBI OPTIMIZER QUICK START GUIDE https:\/\/www.gurobi.com\/wp-content\/plugins\/hd_documentations\/content\/pdf\/quickstart_linux_8.1.pdf Starting with CPLEX https:\/\/www.ibm.com\/support\/knowledgecenter\/SSSA5P_12.7.1\/ilog.odms.studio.help\/Optimization_Studio\/topics\/COS_home.html https:\/\/www.ibm.com\/support\/knowledgecenter\/SSSA5P_12.7.1\/ilog.odms.cplex.help\/CPLEX\/GettingStarted\/topics\/set_up\/Python_setup.html Gurobi: Reference\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":16974,"url":"http:\/\/bangla.sitestree.com\/?p=16974","url_meta":{"origin":63958,"position":3},"title":"Learn: How to formulate an Optimization Problem","author":"Sayed","date":"March 29, 2020","format":false,"excerpt":"Formulating an Optimization Problem http:\/\/macc.mcmaster.ca\/maccfiles\/chachuatnotes\/01-Formulation_handout.pdf Search Results Web results Math 407A: Linear Optimization - University of Washington : how to formulate https:\/\/sites.math.washington.edu\/~burke\/crs\/407\/lectures\/L3-LP_Modeling.pdf Optimization with Examples https:\/\/sites.math.washington.edu\/~burke\/crs\/407\/notes\/section1.pdf https:\/\/sites.math.washington.edu\/~burke\/crs\/407\/notes\/section1.pdf https:\/\/sites.math.washington.edu\/~burke\/crs\/407\/notes\/section2.pdf https:\/\/sites.math.washington.edu\/~burke\/crs\/407\/models\/ Note: Older short-notes from this site are posted on Medium: https:\/\/medium.com\/@SayedAhmedCanada *** . *** *** . *** . *** . ***\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":16682,"url":"http:\/\/bangla.sitestree.com\/?p=16682","url_meta":{"origin":63958,"position":4},"title":"Misc. Math. Might Relate to Optimization","author":"Sayed","date":"January 26, 2020","format":false,"excerpt":"find the equation for a line http:\/\/www.webmath.com\/_answer.php Parametric forms for lines and vectors https:\/\/www.futurelearn.com\/courses\/maths-linear-quadratic-relations\/0\/steps\/12128 Solving Systems of Linear Equations Using Matrices https:\/\/www.mathsisfun.com\/algebra\/systems-linear-equations-matrices.html Affine Space \" \" Subspace https:\/\/www.wolframalpha.com\/input\/?i=subspace \"What is an affine set? A set is called \u201caffine\u201d iff for any two points in the set, the line through them\u2026","rel":"","context":"In "Math and Statistics for Data Science, and Engineering"","block_context":{"text":"Math and Statistics for Data Science, and Engineering","link":"http:\/\/bangla.sitestree.com\/?cat=1908"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/bangla.salearningschool.com\/wp-content\/uploads\/2020\/01\/image-6.png?resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/bangla.salearningschool.com\/wp-content\/uploads\/2020\/01\/image-6.png?resize=350%2C200 1x, https:\/\/i0.wp.com\/bangla.salearningschool.com\/wp-content\/uploads\/2020\/01\/image-6.png?resize=525%2C300 1.5x"},"classes":[]},{"id":16827,"url":"http:\/\/bangla.sitestree.com\/?p=16827","url_meta":{"origin":63958,"position":5},"title":"Misc. Optimization Resources","author":"Sayed","date":"February 9, 2020","format":false,"excerpt":"L0 Norm, L1 Norm, L2 Norm & L-Infinity Norm https:\/\/medium.com\/@montjoile\/l0-norm-l1-norm-l2-norm-l-infinity-norm-7a7d18a4f40c *** Iterative Solutions of Linear Systems https:\/\/www.math.uh.edu\/~jingqiu\/math4364\/iterative_linear_system.pdf *** How statistical Norms improve modeling https:\/\/towardsdatascience.com\/norms-penalties-and-multitask-learning-2f1db5f97c1f Project Example: Optimization: http:\/\/www.cs.cmu.edu\/~aarti\/Class\/10725_Fall17\/past_projects.html https:\/\/web.stanford.edu\/class\/ee392o\/#projects https:\/\/ece.uwaterloo.ca\/~ece602\/Projects\/2017\/Project21\/main.html Area and Project Example: http:\/\/www.ece.tufts.edu\/ee\/194CO\/project_14.pdf Sensor and Optimization: Could be a good read. http:\/\/homepages.rpi.edu\/~mitchj\/phdtheses\/daryn\/ramsdd.pdf ***. ***. *** Note: Older short-notes\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":[]}],"_links":{"self":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/63958","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=63958"}],"version-history":[{"count":0,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/63958\/revisions"}],"wp:attachment":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=63958"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=63958"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=63958"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}