As posted above I agree starting with "The Book". Being fairly basic and over 10 years old it is certainly not cutting edge. However, it is very good at introducing examples that clarify the concepts of the sabermetric approach including the statistical meaning of expectant and retrieved "value" and leverage. Chapter 1 of that book is probably the best 35 pages you could read on sabermetrics.
I also liked "Baseball Between the Numbers". Not all of the sections of that book were not convincing or interesting but overall it also provides some helpful examples and terms.
Probably not considered a modern "sabermetric" analysis, but I found the 1980s book "The Hidden Game of Baseball" by Thorn and Palmer intriguing in showing how the sabermetric thinking developed when smart people were looking for better ways to evaluate true player value.
I know Bill James is a great pioneer in this field, but personally I always struggled with his writing style--others love his books.
Not an expert by any means myself, I'm sure there are many more up to date books and websites but the books listed above would be useful for 'sabermetric thinking" and some key terms.
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