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Learn Statistical Inference online: university courses, full YouTube courses, and courses with free certificates, from the IITs, MIT, Harvard, Google, Microsoft and more.
MITx
Master the probabilistic reasoning and statistical inference that machine learning is built on. Part three in a five-part series, this online course introduces multivariate statistics and Bayesian inference.
Delft University of Technology
This course provides an overview of bachelor-level statistics. You will review the concepts of descriptive and inferential statistics. You will use the statistical software package R on real data to gain insight in these topics.
The London School of Economics and Political Science
The final part in a series of four courses which help you to master statistics fundamentals and build your quantitative skillset for progression in high-growth careers, or to use as step towards further study at undergraduate level.
MIT OpenCourseWare
The tools of probability theory, and of the related field of statistical inference, are the keys for being able to analyze and make sense of data. These tools underlie important advances in many fields, from the basic sciences to engineering and management. This resource is a companion site to 6.04…
University of Notre Dame
Is your relationship with statistics dysfunctional? We can help: Get to know stats, build a healthy bond, and maybe even fall in love!
University of Michigan
In this course, we will explore basic principles behind using data for estimation and for assessing theories. We will analyze both categorical data and quantitative data, starting with one population techniques and expanding to handle comparisons of two populations. We will learn how to construct c…
Alison
This course introduces learners to the major concepts and tools for collecting, analyzing, and drawing conclusions from data. Do you want to learn the skills needed to explore data and make statistical inferences? This course takes you through the technology used in investigating, problem-solving a…
MIT OpenCourseWare
Welcome to 6.041/6.431, a subject on the modeling and analysis of random phenomena and processes, including the basics of statistical inference. Nowadays, there is broad consensus that the ability to think probabilistically is a fundamental component of scientific literacy. For example: The concept…
University of California, Berkeley
In this course, learners will gain the tools to test hypotheses, draw conclusions, and measure uncertainty in business settings using t-tests, chi-squared tests, ANOVA, and A/B experiments.
Alison
This free online course begins by exploring the concept of statistics and its relationship with probability. The course takes a look at how data accuracy is enhanced by the use of means and other statistical objects. You will study how statistical significance is stated with some level of confidenc…
Johns Hopkins University
Learn fundamental concepts in data analysis and statistical inference, focusing on one and two independent samples.
MIT OpenCourseWare
This course covers the key quantitative methods of finance: financial econometrics and statistical inference for financial applications; dynamic optimization; Monte Carlo simulation; stochastic (Itô) calculus. These techniques, along with their computer implementation, are covered in depth. Applica…
University of Illinois Urbana-Champaign
This course provides an analytical framework to help you evaluate key problems in a structured fashion and will equip you with tools to better manage the uncertainties that pervade and complicate business processes. To this end, the course aims to cover statistical ideas that apply to managers by d…
University of Michigan
In this course, we will expand our exploration of statistical inference techniques by focusing on the science and art of fitting statistical models to data. We will build on the concepts presented in the Statistical Inference course (Course 2) to emphasize the importance of connecting research ques…
Johns Hopkins University
An introduction to the statistics behind the most popular genomic data science projects. This is the sixth course in the Genomic Big Data Science Specialization from Johns Hopkins University.
Johns Hopkins University
Statistical inference is the process of drawing conclusions about populations or scientific truths from data. There are many modes of performing inference including statistical modeling, data oriented strategies and explicit use of designs and randomization in analyses. Furthermore, there are broad…
Seoul National University
This course utilizes real-life applications of Statistics in an exploration of the Statistical Inferenceprocess.
MIT OpenCourseWare
This course introduces quantitative approaches to understanding brain and cognitive functions. Topics include mathematical description of neurons, the response of neurons to sensory stimuli, simple neuronal networks, statistical inference and decision making. It also covers foundational quantitativ…
University of Amsterdam
Inferential statistics are concerned with making inferences based on relations found in the sample, to relations in the population. Inferential statistics help us decide, for example, whether the differences between groups that we see in our data are strong enough to provide support for our hypothe…
University of Canterbury
Learn why a statistical method works, how to implement it using R and when to apply it and where to look if the particular statistical method is not applicable in the specific situation.
