{"id":68,"date":"2022-02-24T11:18:31","date_gmt":"2022-02-24T08:18:31","guid":{"rendered":"https:\/\/blog.metu.edu.tr\/ceylan\/?page_id=68"},"modified":"2022-02-24T11:23:27","modified_gmt":"2022-02-24T08:23:27","slug":"stat-412-statistical-data-analysis","status":"publish","type":"page","link":"https:\/\/blog.metu.edu.tr\/ceylan\/stat-412-statistical-data-analysis\/","title":{"rendered":"STAT 412: STATISTICAL DATA ANALYSIS"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-69\" src=\"https:\/\/blog.metu.edu.tr\/ceylan\/files\/2022\/02\/dlpyrgif-300x231.gif\" alt=\"\" width=\"300\" height=\"231\" \/><\/p>\n<p><a href=\"https:\/\/blog.metu.edu.tr\/ceylan\/files\/2022\/02\/STAT-412_2022_syllabus.doc\">STAT 412_2022_syllabus<\/a><\/p>\n<p>This class is supported by DataCamp, the most intuitive learning platform for data science. We will focus on the data preprocessing, analysis and machine learning courses in R. I will assign homework covering a whole course or a chapter or a XP point. You will learn the application faster through immediate and personalized feedback on every exercise.<\/p>\n<table>\n<tbody>\n<tr>\n<td width=\"707\"><strong>&nbsp;<\/strong><u><\/u>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; <strong>&nbsp;SOME SOURCES FOR THE COURSE<\/strong><\/p>\n<p><a href=\"https:\/\/cran.r-project.org\/doc\/contrib\/Paradis-rdebuts_en.pdf\">R FOR BEGINNERS<\/a><\/p>\n<p><a href=\"http:\/\/www.stat.wisc.edu\/~st571-1\/BeginnersRcourse.pdf\">The Friendly Beginners\u2019 R Course<\/a><\/p>\n<p><a href=\"http:\/\/vis.lbl.gov\/~daniela\/R\/Ushizima.pdf\">Data Analysis Using the R Project<\/a><\/p>\n<p><a href=\"http:\/\/cran.r-project.org\/doc\/contrib\/usingR.pdf\">Using R for Data Analysis and Graphics<\/a><\/p>\n<p><a href=\"https:\/\/www.coursera.org\/course\/compdata\">Computing for Data Analysis<\/a><\/p>\n<p><a href=\"http:\/\/libguides.princeton.edu\/content.php?pid=27916&amp;sid=456792\">Getting Started with Data Analysis<\/a><\/p>\n<p><a href=\"http:\/\/www.computerworld.com\/s\/article\/9239625\/Beginner_s_guide_to_R_Introduction\">Beginners Guide to R<\/a><\/p>\n<p><a href=\"http:\/\/cc.oulu.fi\/~jarioksa\/opetus\/metodi\/eda.pdf\">Introduction to R and Exploratory data analysis<\/a><\/p>\n<p><a href=\"http:\/\/scc.stat.ucla.edu\/page_attachments\/0000\/0108\/Graphics_course.pdf\">Graphics and Exploratory Data Analysis in R<\/a><\/p>\n<p><a href=\"http:\/\/scc.stat.ucla.edu\/page_attachments\/0000\/0185\/Graphics_course.pdf\">R Graphics II: Graphics for Exploratory Data Analysis<\/a><\/p>\n<p><a href=\"http:\/\/www.renzeconsulting.com\/presentations\/exploratory-data-analysis-with-r.pdf\">Exploratory Data Analysis in R<\/a><\/p>\n<p><a href=\"http:\/\/www.ggobi.org\/\">GGOBI<\/a><\/p>\n<p><a href=\"http:\/\/csg.sph.umich.edu\/docs\/R\/graphics-1.pdf\">Graphics with R<\/a><\/p>\n<p><a href=\"https:\/\/grid.cs.gsu.edu\/~cscyqz\/courses\/dm\/dmlectures.html\">LECTURE NOTES ON DATA MINING_1<\/a><\/p>\n<p><a href=\"https:\/\/www-users.cs.umn.edu\/~kumar\/dmbook\/dmslides\/\">LECTURE NOTES ON DATA MINING_2<\/a><\/p>\n<p><a href=\"https:\/\/ocw.mit.edu\/courses\/sloan-school-of-management\/15-062-data-mining-spring-2003\/lecture-notes\/\">LECTURE NOTES ON DATA MINING_3<\/a><\/p>\n<p>&nbsp;<\/p>\n<p>DATA SOURCES<\/p>\n<p><a href=\"https:\/\/www.kdnuggets.com\/datasets\/index.html\">KDnuggets Datasets<\/a><\/p>\n<p><a href=\"http:\/\/archive.ics.uci.edu\/ml\/index.php\">UCI Machine Learning Repository<\/a><\/p>\n<p><a href=\"https:\/\/www.kaggle.com\/datasets\">Kaggle Datasets<\/a><\/p>\n<p><a href=\"https:\/\/www.google.com\/publicdata\/directory\">Google Public Data Explorer<\/a><\/p>\n<p><a href=\"https:\/\/registry.opendata.aws\/\">Amazon\u2019s Public Datasets &#8211; AWS<\/a><\/p>\n<p><a href=\"https:\/\/www.freecodecamp.org\/news\/https-medium-freecodecamp-org-best-free-open-data-sources-anyone-can-use-a65b514b0f2d\/\">The Best Free Open Data Sources<\/a><\/p>\n<p><a href=\"https:\/\/data.world\/datasets\/regression\">DataWorld<\/a><\/p>\n<p><a href=\"https:\/\/www.dcc.fc.up.pt\/~ltorgo\/Regression\/DataSets.html\">Regression Datasets<\/a><\/p>\n<p><a href=\"https:\/\/guides.emich.edu\/data\/free-data\">Free Data Sources<\/a><\/p>\n<p><a href=\"https:\/\/www.r-bloggers.com\/new-data-sources-for-r\/\">R Data Sources<\/a><\/p>\n<p><a href=\"https:\/\/mran.microsoft.com\/documents\/data\">Data Sources on the Web<\/a><\/p>\n<p><a href=\"https:\/\/rfun.library.duke.edu\/blog\/data-sources-for-regression-analysis\/\">R Data Sources for Regression Analysis<\/a><\/p>\n<p><a href=\"https:\/\/blog.revolutionanalytics.com\/2016\/01\/new-data-sources-for-r.html\">New Data Sources for R<\/a><\/p>\n<p><a href=\"https:\/\/guides.emich.edu\/data\/free-data\">Data Sources <\/a><\/p>\n<p><a href=\"https:\/\/gengo.ai\/datasets\/the-50-best-free-datasets-for-machine-learning\/\">The 50 Best Free Datasets for Machine Learning<\/a><\/p>\n<p><a href=\"https:\/\/www.springboard.com\/blog\/free-public-data-sets-data-science-project\/\">Free Datasets<\/a><\/p>\n<p><a href=\"https:\/\/towardsdatascience.com\/top-sources-for-machine-learning-datasets-bb6d0dc3378b\">Top Sources For Machine Learning Datasets<\/a><\/p>\n<p><a href=\"https:\/\/towardsdatascience.com\/the-50-best-public-datasets-for-machine-learning-d80e9f030279\">The Best Public Datasets for Machine Learning and Data Science<\/a><\/p>\n<p><a href=\"https:\/\/skymind.ai\/wiki\/open-datasets\">Open Datasets<\/a><\/p>\n<p><a href=\"https:\/\/sci2s.ugr.es\/keel\/datasets.php\">The KEEL-dataset repository<\/a><\/p>\n<p><a href=\"https:\/\/github.com\/openml\/OpenML\/wiki\/Data-Repositories\">Data Repositories<\/a><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n","protected":false},"excerpt":{"rendered":"<p>STAT 412_2022_syllabus This class is supported by DataCamp, the most intuitive learning platform for data science. We will focus on the data preprocessing, analysis and machine learning courses in R. I will assign homework covering a whole course or a chapter or a XP point. You will learn the application faster through immediate and personalized [&hellip;]<\/p>\n","protected":false},"author":6711,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"class_list":["post-68","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/blog.metu.edu.tr\/ceylan\/wp-json\/wp\/v2\/pages\/68","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.metu.edu.tr\/ceylan\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/blog.metu.edu.tr\/ceylan\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/blog.metu.edu.tr\/ceylan\/wp-json\/wp\/v2\/users\/6711"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.metu.edu.tr\/ceylan\/wp-json\/wp\/v2\/comments?post=68"}],"version-history":[{"count":0,"href":"https:\/\/blog.metu.edu.tr\/ceylan\/wp-json\/wp\/v2\/pages\/68\/revisions"}],"wp:attachment":[{"href":"https:\/\/blog.metu.edu.tr\/ceylan\/wp-json\/wp\/v2\/media?parent=68"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}