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FAANG-Standard Interview Preparation Guide: Applied Scientist (Entry Level)

Applied Scientist
entry
7 rounds
Updated 2/22/2026

FAANG companies conduct rigorous, multi-stage interview processes for Applied Scientist roles to assess research capability, machine learning fundamentals, coding proficiency, problem-solving approach, and cultural fit. For entry-level positions, the process emphasizes learning ability, foundational knowledge, and potential to grow into independent research contributions. The typical process includes an initial recruiter screen, multiple technical phone rounds covering ML theory and coding, followed by on-site interviews assessing hands-on problem-solving, applied research thinking, and alignment with company culture and research values.

Interview Rounds

1

Recruiter Screening

2

Technical Phone Screen - Machine Learning Fundamentals

3

Technical Phone Screen - Research Problem Solving

4

Onsite Interview - Applied Machine Learning and Coding

5

Onsite Interview - Deep Learning and Advanced Topics

6

Onsite Interview - Applied Research and Prototyping

7

Onsite Interview - Behavioral and Cultural Fit

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