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FieldTypeResource URLSyllabusCreatorSchoolToolsNotes
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DATA SCIENCE
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Data ScienceCourseraData Science: Foundations using R Specializationhttps://www.coursera.org/specializations/data-science-foundations-r#coursesPeng, Caffo, LeekJohns HopkinsR Language, R studio free texts and data come with course , which can be taken for free on Coursera.
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Data ScienceCourseraExecutive Data Science Specializationhttps://www.coursera.org/specializations/executive-data-scienceCaffoJohns Hopkinshttps://leanpub.com/LittleInferenceBook A companion to the Coursera Statistical Inference Course
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Stats for Data ScienceCourseraAdvanced Statistics for Data Science Specializationhttps://www.coursera.org/specializations/advanced-statistics-data-scienceCaffoJohns Hopkinshttps://leanpub.com/LittleInferenceBook A companion to the Coursera Statistical Inference Course
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Data AnalyticsUdemyData Analysis in Python. A Pandas Crash Course for Beginnershttps://www.udemy.com/course/python-pandas-exploratory-data-analysis-for-beginners/Giles McMullen-KleinPython
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Data AnalysisCert Program on edXHarvard Data Analysis for Life Sciences Certificate Programhttps://www.edx.org/professional-certificate/harvardx-data-analysis-for-life-sciencesRafa Irizarry,HarvardR
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Data ScienceCertificate Program on edXHarvard Data Science Certificate Program https://www.edx.org/professional-certificate/harvardx-data-scienceRafa Irizarry,HarvardRData Science: R Basics, Data Science: Visualization, Data Science: Probability, Data Science: Inference and Modeling, Data Science: Productivity Tools, Data Science: Wrangling, Data Science: Linear Regression, Data Science: Machine Learning, Data Science: Capstone
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Data AnalysisCertificate Program on edXData Analysis for Genomicshttps://www.edx.org/professional-certificate/harvardx-data-analysis-for-genomicsRafa Irizarry,HarvardR
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STATS
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StatsCourse on edXStatistics and RCourse | Statistics and R | edXRafa Irizarry,HarvardRhttps://leanpub.com/dataanalysisforthelifesciences
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StatsCourse on edXData Science: Visualization with Rhttps://learning.edx.org/course/course-v1:HarvardX+PH125.2x+1T2019/homeRafa Irizarry,HarvardRAssignments in the course allow you to practice your coding skills using the DataCamp platform.
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StatsCourse with book and playlistJB Statistics Undergrad Stats course with book https://www.youtube.com/user/jbstatistics/playlistsSyllabusJeremy W. BalkaU. of GuelphBook, videos, notes: https://www.jbstatistics.com/text-resources/
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StatsApplicationJamovi- simplify the transition SPSS, based on R. https://datalab.cc/jamovi/
https://drive.google.com/drive/folders/1gJJ9di69FBZPhAdG9dWqXHZnR_JJry0G
Barton PoulsonJamovi / R https://osf.io/4k9rx/files/osfstorage?view_only=de565278f386463dacf16a0047a90a31
https://drive.google.com/drive/folders/1gJJ9di69FBZPhAdG9dWqXHZnR_JJry0G
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StatsBookLearning Statistics with Jamovi https://www.learnstatswithjamovi.com/Jamovi / R
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Baysian StatsBook / YoutubeStatistical Rethinking 2022 with DAGs and Baysian methodshttps://www.youtube.com/playlist?list=PLDcUM9US4XdMROZ57-OIRtIK0aOynbgZNMcelreathRhttps://github.com/rmcelreath/stat_rethinking_2022
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Stats and AnalysisCourseraData Analysis with R Specializationhttps://www.coursera.org/specializations/statisticsMine Çetinkaya-RundelDukeR
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BioStatsYouTubeMathematical Biostatistics Boot Camp 1https://www.coursera.org/learn/biostatisticsSyllabusCaffoJHURMethods in Biostatistics with R: https://leanpub.com/biostatmethods
Data on github: https://github.com/muschellij2/biostatmethods
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StatsBookThe Art of Statistics:https://www.amazon.com/Art-Statistics-How-Learn-Data/dp/1541618513/SpiegelhalterRhttps://github.com/dspiegel29/ArtofStatistics
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Math and statsYouTubeEarth Science Math and Stats Course https://www.youtube.com/playlist?list=PLfhL43gLKJ5lBXJw5THlC2V0BZ1FuItuvUC Santa Cruz RVideos for EART125 class at the University of California, Santa Cruz.
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Stats and R WebModern Statistics with Rhttps://modernstatisticswithr.com/Måns ThulinRFree book
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BiostatsBookMethods in Biostatistics with Rhttps://leanpub.com/biostatmethodsCaffo Rhttps://github.com/muschellij2/biostatmethods
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Stats and R CourseraBasic Statisticshttps://www.coursera.org/learn/basic-statistics/home/week/1Matthijs Rooduijn, Dr.U. of Amsterdam
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Intro StatsYouTubeStats for Organic Chemistryhttps://www.youtube.com/playlist?list=PL0o_zxa4K1BVsziIRdfv4Hl4UIqDZhXWV
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Stats for AppsMIT / playlistMIT 18.650 Statistics for Applications, Fall 2016https://www.youtube.com/playlist?list=PLUl4u3cNGP60uVBMaoNERc6knT_MgPKS0Philippe RigolletMIT
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Stats and R UdemyR Programming - R Language for Absolute Beginnershttps://www.udemy.com/course/r-for-absolute-beginners/BenardoUdemyR
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SQL
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SQLCourseraSQL for Data Sciencehttps://www.coursera.org/learn/sql-for-data-science/home/week/1UC DavisSQL
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Data ScienceCourseraSQL for Data Sciencehttps://www.coursera.org/specializations/learn-sql-basics-data-science#coursesSyllabusSt. LawrenceUC DavisSQLThere are 4 Courses in this Specialization. Online practice tools not good. Use Mode.io
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SQLTutorial with SandboxMode SQL Tutorialhttps://mode.com/sql-tutorial/SQLExcellent free online SQL sandbox and datasets
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DatabaseCourseraDatabase Management Essentialshttps://www.coursera.org/learn/database-managementU. ColoradoSQK
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EXCEL
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Excel and StatsYouTubeExcel Statistical Analysis for Business Class BUSN210 https://www.youtube.com/playlist?list=PLrRPvpgDmw0m3oqpp1XcPuaxyM4Bpi0dNHighlineTextbook: • Title: Essentials of Modern Business Statistics with Microsoft Office Excel, 8e • Authors: Anderson, Sweeney, Williams OLDER VERSION: https://www.youtube.com/playlist?list=PLrRPvpgDmw0ngx_uPhvasTbOWLOztsaBj
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Excel and MathYouTubeExcel & Business Math BUSN135https://www.youtube.com/watch?v=8TB3VNS2sTU&list=PLnoXnBEW9w8VxK7kbrK-Fgxkhk_3w7JNnHighline
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Excel and AnalyticsYouTubeFull Advanced Data Analysis & BI Class (MSPTDA). BUSN348https://www.youtube.com/playlist?list=PLrRPvpgDmw0ks5W7U5NmDCU2ydSnNZA_1HighlinePower Query, Power Pivot, DAX, M Code, Power BI & Excel (30+ Videos)
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Excel and FinanceYouTubeExcel and Finance BUSN233https://www.youtube.com/playlist?list=PL90E1F26C7B85E78FSyllabusHighlineTextbook: Essentials of Corporate Finance 7th edition, ISBN: 978-0-07-742768-9
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ML & AI
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Machine LearningCourseraData Science: Statistics and Machine Learning Specializationhttps://www.coursera.org/specializations/data-science-statistics-machine-learningPeng, Leek, CaffoJHU
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Machine LearningGithubMachine Learninh Zoomcamphttps://github.com/alexeygrigorev/mlbookcamp-code/tree/master/course-zoomcampGrigorevPython https://youtube.com/playlist?list=PL3MmuxUbc_hIhxl5Ji8t4O6lPAOpHaCLR
https://www.amazon.com/dp/B09JXLNBXQ?ref=KC_GS_GB_US&dplnkId=182e8160-e2cc-4b13-84c1-7d344a13be8e
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MATH
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Albebra Youtube Algebra 1 Review Study Guide - Online Course / Basic Overview – EOC & Regents – Common Corehttps://www.youtube.com/watch?v=TbJ5gqLRpeM
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See Math Tutoriing tab in this workbook
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CODING
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Python and Data AnalyticsUdemyProgramming for Everybody (Getting Started with Python)https://www.coursera.org/learn/pythonU. Michigan
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Python for FinanceYoutubePython for Financehttps://www.youtube.com/watch?v=nNkKTJTu-mU&list=PLGLfVvz_LVvTHOWIEBAl-YOr_FC8lRmWXDerek BanasPython, matlib, numby, etc. https://github.com/derekbanas/Python4Finance
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PythonUdemy Python Programming Bootcamphttps://www.udemy.com/course/ultimate-python-tutorial/Derek BanasPython, matlib, numby, etc.
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R languageDataCampIntroduction to Rhttps://campus.datacamp.com/courses/basic-statistics/lab-0-the-basics-of-r?ex=1
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ComputationMIT Course ( playlist) Introduction to Computational thinking and Data Sciencehttps://www.youtube.com/playlist?list=PLUl4u3cNGP619EG1wp0kT-7rDE_Az5TNdMIT
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R languageOnline .. guided textLearn R from Scratchhttps://www.educative.io/courses/learn-r-from-scratchEducativeBrowser based R programmingText based tutorials
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R languageVideo course with web TextbookData Science: R Basicshttps://www.edx.org/course/data-science-r-basics?EdXHarvardBrowser based R programmingIncludes videos
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R language and StatisticsEdX video course with bookHarvardX PH525.1xStatistics and Rhttps://www.edx.org/course/statistics-and-rEdXHarvardR studioText book and github data repos included
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