{"id":14828,"date":"2019-06-25T09:23:38","date_gmt":"2019-06-25T13:23:38","guid":{"rendered":"http:\/\/bangla.salearningschool.com\/recent-posts\/ridge-and-lasso-regression-a-complete-guide-with-python-scikit-learn\/"},"modified":"2019-06-25T09:23:38","modified_gmt":"2019-06-25T13:23:38","slug":"ridge-and-lasso-regression-a-complete-guide-with-python-scikit-learn","status":"publish","type":"post","link":"http:\/\/bangla.sitestree.com\/?p=14828","title":{"rendered":"Ridge and Lasso Regression: A Complete Guide with Python Scikit-Learn"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[182],"tags":[],"class_list":["post-14828","post","type-post","status-publish","format-standard","hentry","category---blog","item-wrap"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack-related-posts":[{"id":14811,"url":"http:\/\/bangla.sitestree.com\/?p=14811","url_meta":{"origin":14828,"position":0},"title":"Next Recession: How to Invest and Profit in the Next Recession","author":"Sayed","date":"June 17, 2019","format":false,"excerpt":"How to Invest and Profit in the Next Recession https:\/\/www.bloomberg.com\/opinion\/articles\/2019-06-17\/how-to-invest-and-profit-in-the-next-recession \" plan on deploying your cash in tranches: Buy a U.S. index fund when markets are down 20 to 25%; add a developed global index fund when markets fall by 30%. And if we are lucky enough to enjoy a\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":16619,"url":"http:\/\/bangla.sitestree.com\/?p=16619","url_meta":{"origin":14828,"position":1},"title":"Math\/Stat\/CS\/DS Topics that you need to know (with Cognitive, Psychomotor, Affective domain skills) to become a true and great Data Scientist","author":"Sayed","date":"January 7, 2020","format":false,"excerpt":"\"The core topics are cross-validation, shrinkage methods (ridge regression, the LASSO, etc.), neural networks, gradient boosting, separating hyperplanes, support vector machines, basis expansion and regularization (e.g., smoothing splines, wavelet smoothing, kernel smoothing), generalized additive models, bump hunting, multivariate adaptive regression splines (MARS), self-organizing maps, mixture model-based clustering, ensemble learning, and\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":"","width":0,"height":0},"classes":[]},{"id":25039,"url":"http:\/\/bangla.sitestree.com\/?p=25039","url_meta":{"origin":14828,"position":2},"title":"Next Recession: How to Invest and Profit in the Next Recession #Root","author":"Author-Check- Article-or-Video","date":"April 15, 2021","format":false,"excerpt":"How to Invest and Profit in the Next Recession https:\/\/www.bloomberg.com\/opinion\/articles\/2019-06-17\/how-to-invest-and-profit-in-the-next-recession \" plan on deploying your cash in tranches: Buy a U.S. index fund when markets are down 20 to 25%; add a developed global index fund when markets fall by 30%. And if we are lucky enough to enjoy a\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":14893,"url":"http:\/\/bangla.sitestree.com\/?p=14893","url_meta":{"origin":14828,"position":3},"title":"AI\/ML\/Data Science: Cross Validation: KFold Cross validation: Concepts, Examples, Projects","author":"Sayed","date":"July 9, 2019","format":false,"excerpt":"Train\/Test Split and Cross Validation in Python https:\/\/towardsdatascience.com\/train-test-split-and-cross-validation-in-python-80b61beca4b6 sklearn.ensemble.RandomForestRegressor\u00b6 https:\/\/scikit-learn.org\/stable\/modules\/generated\/sklearn.ensemble.RandomForestRegressor.html \"A random forest regressor. A random forest is a meta estimator that fits a number of classifying decision trees on various sub-samples of the dataset and uses averaging to improve the predictive accuracy and control over-fitting. The sub-sample size 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":14819,"url":"http:\/\/bangla.sitestree.com\/?p=14819","url_meta":{"origin":14828,"position":4},"title":"Tools : Regression: Data Science and Analytics:","author":"Sayed","date":"June 19, 2019","format":false,"excerpt":"Online Multiple Linear Regression http:\/\/www.xuru.org\/rt\/mlr.asp --- How to Identify the Most Important Predictor Variables in Regression Models https:\/\/blog.minitab.com\/blog\/adventures-in-statistics-2\/how-to-identify-the-most-important-predictor-variables-in-regression-models --- How to Interpret Regression Analysis Results: P-values and Coefficients https:\/\/blog.minitab.com\/blog\/adventures-in-statistics-2\/how-to-interpret-regression-analysis-results-p-values-and-coefficients --- Why You Need to Check Your Residual Plots for Regression Analysis: Or, To Err is Human, To Err Randomly 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":22629,"url":"http:\/\/bangla.sitestree.com\/?p=22629","url_meta":{"origin":14828,"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 "\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\/14828","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=14828"}],"version-history":[{"count":0,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/14828\/revisions"}],"wp:attachment":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=14828"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=14828"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=14828"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}