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Advanced Statistics for Data Science

Fundamental concepts in probability, statistics and linear models are primary building blocks for data science work. Learners aspiring to become biostatisticians and data scientists will benefit from the foundational knowledge being offered in this specialization. It will enable the learner to understand the behind-the-scenes mechanism of key modeling tools in data science, like least squares and linear regression. This specialization starts with Mathematical Statistics bootcamps, specifically concepts and methods used in biostatistics applications. These range from probability, distribution, and likelihood concepts to hypothesis testing and case-control sampling. This specialization also linear models for data science, starting from understanding least squares from a linear algebraic and mathematical perspective, to statistical linear models, including multivariate regression using the R programming language. These courses will give learners a firm foundation in the linear algebraic treatment of regression modeling, which will greatly augment applied data scientists' general understanding of regression models. This specialization requires a fair amount of mathematical sophistication. Basic calculus and linear algebra are required to engage in the content.

Status: Bayesian Statistics
Status: Applied Mathematics
AdvancedSpecialization

Top reviews across Advanced Statistics for Data Science

PB

Reviewed Jan 11, 2016

Very concise, well-presented course. This was my second time taking it as a refresher. Prof. Caffo does a great job presenting the materials. However, prepare to be challenged.

VS

Reviewed May 24, 2021

This is amazing course for reviewing categorical statistics.

JC

Reviewed Mar 4, 2018

Very thorough and rigorous. A great review for me.

ML

Reviewed Jan 30, 2017

Good course on applied linear statistical modeling.

MC

Reviewed Aug 30, 2017

The content is in-depth and the instructor is knowledgeable, but the quiz demands a quite wide knowledge base and does not provide feedback.

LC

Reviewed Mar 12, 2022

The course is extremely structured. It is a fantastic "boot camp" for students who would like to learn statistics, opening the door of future data analysis.

CL

Reviewed Apr 29, 2020

The course is interesting; but is more theoretical in nature than applied.

N

Reviewed Oct 12, 2019

It is a very good course for any statistics to learn and have a sweet tastes of math and its behind functionality on data.

AB

Reviewed Dec 3, 2015

Thank you very much for your course. It is clear and to the point. But it was very difficult to perceive a video-lectures of 30 minutes.

AA

Reviewed Aug 28, 2025

The material is very helpful, plus the exercises and assessments use analysis and analogical language that are very challenging.

JL

Reviewed May 16, 2020

I really enjoyed the course. It was well explained and the quizzes at regular intervals were helpful. It would be great if there were some practice exercises though...

RL

Reviewed Jan 13, 2023

Great !!! Learning time and I enjoy the math side of it...

Learner reviews across Advanced Statistics for Data Science

Showing: 20 of 121

Xavier
Course: Mathematical Biostatistics Boot Camp 1
3.0
Reviewed Dec 25, 2019Course: Mathematical Biostatistics Boot Camp 1
Omar
Course: Mathematical Biostatistics Boot Camp 1
3.0
Reviewed Jan 29, 2017Course: Mathematical Biostatistics Boot Camp 1
Soren
Course: Mathematical Biostatistics Boot Camp 1
1.0
Reviewed Jun 18, 2017Course: Mathematical Biostatistics Boot Camp 1
Mark
Course: Mathematical Biostatistics Boot Camp 1
2.0
Reviewed Dec 31, 2016Course: Mathematical Biostatistics Boot Camp 1
Mitchell
Course: Mathematical Biostatistics Boot Camp 1
2.0
Reviewed Jun 20, 2016Course: Mathematical Biostatistics Boot Camp 1
Deleted
Course: Mathematical Biostatistics Boot Camp 1
1.0
Reviewed Dec 23, 2020Course: Mathematical Biostatistics Boot Camp 1
Joseph
Course: Mathematical Biostatistics Boot Camp 1
5.0
Reviewed Jun 15, 2018Course: Mathematical Biostatistics Boot Camp 1
Vibha
Course: Mathematical Biostatistics Boot Camp 1
2.0
Reviewed Jul 17, 2019Course: Mathematical Biostatistics Boot Camp 1
Charles
Course: Mathematical Biostatistics Boot Camp 1
5.0
Reviewed Dec 8, 2019Course: Mathematical Biostatistics Boot Camp 1
Tarik
Course: Mathematical Biostatistics Boot Camp 1
5.0
Reviewed Jan 16, 2021Course: Mathematical Biostatistics Boot Camp 1
Mengyu
Course: Mathematical Biostatistics Boot Camp 1
4.0
Reviewed Feb 18, 2017Course: Mathematical Biostatistics Boot Camp 1
Datagranate
Course: Mathematical Biostatistics Boot Camp 1
3.0
Reviewed Jul 11, 2017Course: Mathematical Biostatistics Boot Camp 1
Douglas
Course: Mathematical Biostatistics Boot Camp 1
2.0
Reviewed Mar 21, 2022Course: Mathematical Biostatistics Boot Camp 1
Julia
Course: Mathematical Biostatistics Boot Camp 1
5.0
Reviewed May 26, 2023Course: Mathematical Biostatistics Boot Camp 1
santhosh
Course: Mathematical Biostatistics Boot Camp 1
5.0
Reviewed Sep 3, 2020Course: Mathematical Biostatistics Boot Camp 1
Andrea
Course: Mathematical Biostatistics Boot Camp 1
5.0
Reviewed Mar 26, 2023Course: Mathematical Biostatistics Boot Camp 1
Daniel
Course: Mathematical Biostatistics Boot Camp 1
5.0
Reviewed Jun 5, 2017Course: Mathematical Biostatistics Boot Camp 1
Phillip
Course: Mathematical Biostatistics Boot Camp 1
5.0
Reviewed Jan 11, 2016Course: Mathematical Biostatistics Boot Camp 1
Jeremy
Course: Mathematical Biostatistics Boot Camp 1
5.0
Reviewed Jul 9, 2017Course: Mathematical Biostatistics Boot Camp 1
Susan
Course: Mathematical Biostatistics Boot Camp 1
5.0
Reviewed Aug 4, 2023Course: Mathematical Biostatistics Boot Camp 1