📖Introduction

Massachusetts Institute of Technology (MIT) is a private research university located in Cambridge, Massachusetts, United States. Established in 1861, MIT is devoted to the advancement of knowledge and education in science, technology, and other areas of scholarship that will best serve the nation and the world in the 21st century.

MIT is known for its strong emphasis on research and innovation, as well as its commitment to solving real-world problems through interdisciplinary collaboration. Its main campus spans over 160 acres and is home to five schools and one college, including the School of Architecture and Planning, the School of Engineering, the School of Humanities, Arts, and Social Sciences, the Sloan School of Management, the School of Science, and the MIT Schwarzman College of Computing.

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📚About the Program

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.

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🏫About Massachusetts Institute of Technology

The MIT community is driven by a shared purpose: to make a better world through education, research, and innovation. Founded to accelerate the nation’s industrial revolution, MIT is profoundly American. With ingenuity and drive, our graduates have invented fundamental technologies, launched new industries, and created millions of American jobs. At the same time, and without the slightest sense of contradiction, MIT is profoundly global. Our community gains tremendous strength as a magnet for talent from around the world. Through teaching, research, and innovation, MIT’s exceptional community pursues its mission of service to the nation and the world. The mission of MIT is to advance knowledge and educate students in science, technology, and other areas of scholarship that will best serve the nation and the world in the 21st century. The Institute is committed to generating, disseminating, and preserving knowledge, and to working with others to bring this knowledge to bear on the world’s great challenges. MIT is dedicated to providing its students with an education that combines rigorous academic study and the excitement of discovery with the support and intellectual stimulation of a diverse campus community. We seek to develop in each member of the MIT community the ability and passion to work wisely, creatively, and effectively for the betterment of humankind.

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