返回到 Bayesian Statistics: From Concept to Data Analysis

4.6

星

2,499 個評分

•

658 條評論

This course introduces the Bayesian approach to statistics, starting with the concept of probability and moving to the analysis of data. We will learn about the philosophy of the Bayesian approach as well as how to implement it for common types of data. We will compare the Bayesian approach to the more commonly-taught Frequentist approach, and see some of the benefits of the Bayesian approach. In particular, the Bayesian approach allows for better accounting of uncertainty, results that have more intuitive and interpretable meaning, and more explicit statements of assumptions. This course combines lecture videos, computer demonstrations, readings, exercises, and discussion boards to create an active learning experience. For computing, you have the choice of using Microsoft Excel or the open-source, freely available statistical package R, with equivalent content for both options. The lectures provide some of the basic mathematical development as well as explanations of philosophy and interpretation. Completion of this course will give you an understanding of the concepts of the Bayesian approach, understanding the key differences between Bayesian and Frequentist approaches, and the ability to do basic data analyses....

GS

Sep 01, 2017

Good intro to Bayesian Statistics. Covers the basic concepts. Workload is reasonable and quizzes/exercises are helpful. Could include more exercises and additional backgroung/future reading materials.

JB

Oct 17, 2020

An excellent course with some good hands on exercises in both R and excel. Not for the faint of heart mathematically speaking, assumes a competent understanding of statistics and probability going in

篩選依據：

創建者 Eliott L

•Sep 28, 2018

Very clean and precise explanations as well as concepts explained under different paradigm

創建者 Daniyar M

•Mar 11, 2019

refreshed university materials and also gained deep understanding of probability theorems

創建者 Igor K

•May 29, 2017

Very gentle and at the same time mostly rigorous introduction into the Bayes probability.

創建者 Daniel J R V

•May 15, 2017

Great course. Delivers what promises: Bayesian Statistics: From Concept to Data Analysis.

創建者 Bruno M

•Jan 06, 2020

I liked the way it was taught, It's nice for who is looking for to expand data analysis.

創建者 Samrat S

•Jul 07, 2017

Awesome.. Good overview, but the concepts are much deeper, the second part is also must.

創建者 Huang S

•Aug 25, 2020

If the tutor could further clarify normal prior in Week4 Lesson 10, it could be better.

創建者 Somnath B

•Nov 26, 2017

Very helpful and extremely educational. One of those rare courses I actually finished!

創建者 Edit T

•Feb 12, 2017

A well-designed course with sufficient support materials and useful practice exercises.

創建者 Deepanshu P

•Apr 02, 2019

Very well structured and informative content. Also the delivery of content is amazing.

創建者 Chris

•May 14, 2017

great course. gave me a much more intuitive feel and confidence for bayesian analysis.

創建者 luiz.cunha@axa-im.com

•Mar 22, 2018

A great course, very clear, well presented. Most of knowledge for the time invested

創建者 Thomas E

•Aug 31, 2016

I followed this class with a great enthousiasm. It was very clear and pedagogical !

創建者 Bon-Woong K

•Feb 27, 2020

Great class. Wish if it were a classroom class - could have been better! Thanks.

創建者 Pawel B

•Apr 03, 2018

Interesting course providing you with a well-paced start into Bayesian Statistics.

創建者 Laura B

•Aug 05, 2017

Great course! Well explained with useful additional material. Strongly suggested.

創建者 Harold X

•Sep 22, 2016

The course content is concise and straightforward. For novices it is very helpful

創建者 Adam S

•May 01, 2019

This course is great! Very clear, very professional, and lots of useful content!

創建者 Robert T

•Nov 07, 2018

Great course for beginners as well as those that need a refresher on the basics!

創建者 Madhu S

•Feb 17, 2018

Nice introductory course. Some mathematics skills needed to fully appreciate.

創建者 Ying

•Jun 28, 2017

This is a very useful course for people to do the data analysis in astronomy.

創建者 Tomáš B

•Sep 08, 2016

Short, simple and clear explanations. I only regret the course is not longer.

創建者 Tú A N

•Mar 20, 2018

Good start for getting familiar with Bayesian Statistics . I learned a lot .

創建者 Хожиматова К

•Nov 27, 2016

Everything was perfect beginning from explonations and ending with materials

- Finding Purpose & Meaning in Life
- Understanding Medical Research
- Japanese for Beginners
- Introduction to Cloud Computing
- Foundations of Mindfulness
- Fundamentals of Finance
- 機器學習
- 使用 SAS Viya 進行機器學習
- 幸福科學
- Covid-19 Contact Tracing
- 適用於所有人的人工智能課程
- 金融市場
- 心理學導論
- Getting Started with AWS
- International Marketing
- C++
- Predictive Analytics & Data Mining
- UCSD Learning How to Learn
- Michigan Programming for Everybody
- JHU R Programming
- Google CBRS CPI Training

- Natural Language Processing (NLP)
- AI for Medicine
- Good with Words: Writing & Editing
- Infections Disease Modeling
- The Pronounciation of American English
- Software Testing Automation
- 深度學習
- 零基礎 Python 入門
- 數據科學
- 商務基礎
- Excel 辦公技能
- Data Science with Python
- Finance for Everyone
- Communication Skills for Engineers
- Sales Training
- 職業品牌管理職業生涯品牌管理
- Wharton Business Analytics
- Penn Positive Psychology
- Washington Machine Learning
- CalArts Graphic Design

- 專業證書
- MasterTrack 證書
- Google IT 支持
- IBM 數據科學
- Google Cloud Data Engineering
- IBM Applied AI
- Google Cloud Architecture
- IBM Cybersecurity Analyst
- Google IT Automation with Python
- IBM z/OS Mainframe Practitioner
- UCI Applied Project Management
- Instructional Design Certificate
- Construction Engineering and Management Certificate
- Big Data Certificate
- Machine Learning for Analytics Certificate
- Innovation Management & Entrepreneurship Certificate
- Sustainabaility and Development Certificate
- Social Work Certificate
- AI and Machine Learning Certificate
- Spatial Data Analysis and Visualization Certificate

- Computer Science Degrees
- Business Degrees
- 公共衛生學位
- Data Science Degrees
- 學士學位
- 計算機科學學士
- MS Electrical Engineering
- Bachelor Completion Degree
- MS Management
- MS Computer Science
- MPH
- Accounting Master's Degree
- MCIT
- MBA Online
- 數據科學應用碩士
- Global MBA
- Master's of Innovation & Entrepreneurship
- MCS Data Science
- Master's in Computer Science
- 公共健康碩士