The course Fundamentals of Statistics is an online class provided by Massachusetts Institute of Technology through edX. The skill level of the course is Advanced. It may be possible to receive a verified certification or use the course to prepare for a degree.
Develop a deep understanding of the principles that underpin statistical inference: estimation, hypothesis testing and prediction. — Course 3 of 4 in the MITx MicroMasters program in Statistics and Data Science.
Course description Statistics is the science of turning data into insights and ultimately decisions. Behind recent advances in machine learning, data science and artificial intelligence are fundamental statistical principles. The purpose of this class is to develop and understand these core ideas on firm mathematical grounds starting from the construction of estimators and tests, as well as an analysis of their asymptotic performance.After developing basic tools to handle parametric models, we will explore how to answer more advanced questions, such as the following: How suitable is a given model for a particular dataset? How to select variables in linear regression? How to model nonlinear phenomena? How to visualize high-dimensional data? Taking this class will allow you to expand your statistical knowledge to not only include a list of methods, but also the mathematical principles that link them together, equipping you with the tools you need to develop new ones.This course is part of the MITx MicroMasters Program in Statistics and Data Science. Master the skills needed to be an informed and effective practitioner of data science. You will complete this course and three others from MITx, at a similar pace and level of rigor as an on-campus course at MIT, and then take a virtually-proctored exam to earn your MicroMasters, an academic credential that will demonstrate your proficiency in data science or accelerate your path towards an MIT PhD or a Master’s at other universities. To learn more about this program, please visit https://micromasters.mit.edu/ds/.
To obtain a verified certificate from edX / Massachusetts Institute of Technology you have to finish this course or the latest version of it, if there is a new edition. The class may be free of charge, but there could be some cost to receive a verified certificate (300.00 USD) or to access the learning materials. The specifics of the course may have been changed, please consult the provider to get the latest quotes and news.
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