[资料/MOOC] Statistics, Data Analysis & Statistical Learning, etc.
2014.09.25 更新。
2014.07.14 创建。
因为统计与数据分析有着密不可分的关系,所以不少课程无法区分彼此。
Statistics:
Udacity:
Statistics
Link: https://www.udacity.com/course/st095
Intro to Statistics
Link: https://www.udacity.com/course/st101
Coursera:
Statistics One
By Princeton
Link: https://www.coursera.org/course/stats1
edX:
Explore Statistics with R
By Karolinska Institutet
Link: https://www.edx.org/course/kix/kix-kiexplorx-explore-statistics-r-1524#.U8PpQdSSxe4
Introduction to Statistics: Descriptive Statistics
By UC Berkeley
Link: https://www.edx.org/course/uc-berkeleyx/uc-berkeleyx-stat2-1x-introduction-1138#.U8PqXdSSxe4
Introduction to Statistics: Probability
By UC Berkeley
Link: https://www.edx.org/course/uc-berkeleyx/uc-berkeleyx-stat2-2x-introduction-1534#.U8PpYNSSxe4
Introduction to Statistics: Inference
By UC Berkeley
Link: https://www.edx.org/course/uc-berkeleyx/uc-berkeleyx-stat2-3x-introduction-1533#.U8PpV9SSxe4
Introduction to Probability - The Science of Uncertainty
By MIT
Link: https://www.edx.org/course/mitx/mitx-6-041x-introduction-probability-1296#.U8PqbtSSxe4
Data Analysis:
Foundations of Data Analysis
By Univ Texas Austin on edX
Link: https://www.edx.org/course/utaustinx/utaustinx-ut-7-01x-foundations-data-2641#.U8PpTNSSxe4
The Analytics Edge
By MIT on edX
Link: https://www.edx.org/course/mitx/mitx-15-071x-analytics-edge-1416#.U8PqYNSSxe4
Data Analysis and Statistical Inference
By Duke Univ. on Coursera
Link: https://www.coursera.org/course/statistics
Data Science
Specialization on Coursera
By John Hopkins Univ.
Link: https://www.coursera.org/specialization/jhudatascience/1
List:
The Data Scientist’s Toolbox
R Programming
Getting and Cleaning Data
Exploratory Data Analysis
Reproducible Research
Statistical Inference
Regression Models
Practical Machine Learning
Developing Data Products
Advanced Methods & Applications:
Learning From Data
By CalTech on edX
Link: https://www.edx.org/course/caltechx/caltechx-cs1156x-learning-data-2516#.U8PpQdSSxe4
Data Management for Clinical Research
By Vanderbilt Univ. on Coursera
Link: https://www.coursera.org/course/datamanagement
Mathematical Biostatistics Boot Camp 1
By John Hopkins Univ. on Coursera
Link: https://www.coursera.org/course/biostats
Note: There are also Camp 2 and other courses.
STATISTICAL LEARNING
By Stanford Online
Link: http://online.stanford.edu/course/statistical-learning-winter-2014
STATISTICS IN MEDICINE
By Stanford Online
Link: http://online.stanford.edu/course/statistics-medicine-Summer-2014
# Exams
Preparing for the AP* Statistics Exam
By Univ. of Houston System on Coursera
Link: https://www.coursera.org/course/apstat
AP® Statistics
By Tennessee Board of Regents on EdX
Link: https://www.edx.org/course/tennessee-board-regents-high-school/tennessee-board-regents-high-school-3541#.VCOlj_7tDNc
2014.07.14 创建。
因为统计与数据分析有着密不可分的关系,所以不少课程无法区分彼此。
Statistics:
Udacity:
Statistics
Link: https://www.udacity.com/course/st095
Intro to Statistics
Link: https://www.udacity.com/course/st101
Coursera:
Statistics One
By Princeton
Link: https://www.coursera.org/course/stats1
edX:
Explore Statistics with R
By Karolinska Institutet
Link: https://www.edx.org/course/kix/kix-kiexplorx-explore-statistics-r-1524#.U8PpQdSSxe4
Introduction to Statistics: Descriptive Statistics
By UC Berkeley
Link: https://www.edx.org/course/uc-berkeleyx/uc-berkeleyx-stat2-1x-introduction-1138#.U8PqXdSSxe4
Introduction to Statistics: Probability
By UC Berkeley
Link: https://www.edx.org/course/uc-berkeleyx/uc-berkeleyx-stat2-2x-introduction-1534#.U8PpYNSSxe4
Introduction to Statistics: Inference
By UC Berkeley
Link: https://www.edx.org/course/uc-berkeleyx/uc-berkeleyx-stat2-3x-introduction-1533#.U8PpV9SSxe4
Introduction to Probability - The Science of Uncertainty
By MIT
Link: https://www.edx.org/course/mitx/mitx-6-041x-introduction-probability-1296#.U8PqbtSSxe4
Data Analysis:
Foundations of Data Analysis
By Univ Texas Austin on edX
Link: https://www.edx.org/course/utaustinx/utaustinx-ut-7-01x-foundations-data-2641#.U8PpTNSSxe4
The Analytics Edge
By MIT on edX
Link: https://www.edx.org/course/mitx/mitx-15-071x-analytics-edge-1416#.U8PqYNSSxe4
Data Analysis and Statistical Inference
By Duke Univ. on Coursera
Link: https://www.coursera.org/course/statistics
Data Science
Specialization on Coursera
By John Hopkins Univ.
Link: https://www.coursera.org/specialization/jhudatascience/1
List:
The Data Scientist’s Toolbox
R Programming
Getting and Cleaning Data
Exploratory Data Analysis
Reproducible Research
Statistical Inference
Regression Models
Practical Machine Learning
Developing Data Products
Advanced Methods & Applications:
Learning From Data
By CalTech on edX
Link: https://www.edx.org/course/caltechx/caltechx-cs1156x-learning-data-2516#.U8PpQdSSxe4
Data Management for Clinical Research
By Vanderbilt Univ. on Coursera
Link: https://www.coursera.org/course/datamanagement
Mathematical Biostatistics Boot Camp 1
By John Hopkins Univ. on Coursera
Link: https://www.coursera.org/course/biostats
Note: There are also Camp 2 and other courses.
STATISTICAL LEARNING
By Stanford Online
Link: http://online.stanford.edu/course/statistical-learning-winter-2014
STATISTICS IN MEDICINE
By Stanford Online
Link: http://online.stanford.edu/course/statistics-medicine-Summer-2014
# Exams
Preparing for the AP* Statistics Exam
By Univ. of Houston System on Coursera
Link: https://www.coursera.org/course/apstat
AP® Statistics
By Tennessee Board of Regents on EdX
Link: https://www.edx.org/course/tennessee-board-regents-high-school/tennessee-board-regents-high-school-3541#.VCOlj_7tDNc