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A Comprehensive Guide to Preparing for NLP Algorithm Positions
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If you’re looking to deepen your knowledge and prepare for an NLP algorithm position, this guide is a valuable resource. It is designed for those with a basic understanding of NLP, offering a structured overview of key topics for intermediate to advanced learners.
Understanding Perplexity in NLP
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When trying to understand the relationship between perplexity and entropy, I searched through many resources on the Internet, but none provided a detailed formula derivation and understanding. Therefore, I have written this article to document my thoughts.
A Concise Introduction to Probability Theory
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This is a straightforward introduction to probability theory, including combinatorial analysis, random variables, and more.