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Provided here is an excellent introduction to statistical methods and their underlying concepts. After covering the fundamentals, the author then develops more advanced concepts and shows how to apply them. The main emphasis is on acquiring fundamental concepts and deriving methods from first principles and linear estimation is covered in depth.
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