Data Scientist / ML Engineer Interview Expectation 2024

How does the interview process for new graduate data scientists compare to that of experienced data scientists (with 2 to 3 years of experience) in well-known, established companies in 2024? Since this field is continuously evolving, I've noticed that some job postings require experience with large language models (LLMs) and hands-on projects.

How much emphasis should I place on various areas such as statistics and probability, data structures and algorithms, machine learning algorithms, deep learning algorithms, concepts related to natural …

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