Insights from our Team blogs

Explore our blogs to discover how ML can accelerate your career, get insider tips on FAANG interview prep, and dive into technical insights that give you a competitive edge.

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How Companies Use Interview Debriefs to Compare ML Candidates

Santosh Rout

SECTION 1: Why the Interview Isn’t Where You Win or Lose the OfferMost candidates believe interviews are evaluated in is...

22 min read

Feb 5, 2026

How Hiring Managers Evaluate ML Engineers Who Haven’t Deployed at Scale

Santosh Rout

SECTION 1: Why “No Large-Scale Deployment” Is Not the Disqualifier Candidates Think It IsOne of the most common fears ML...

22 min read

Feb 5, 2026

How Companies Validate “Real ML Experience” vs Tutorial Knowledge

Santosh Rout

SECTION 1: Why “Real ML Experience” Is Harder to Fake Than You ThinkOne of the most common frustrations candidates expre...

21 min read

Feb 4, 2026

How ML Interviews Differ When the Role Owns Production Models

Santosh Rout

SECTION 1: Why “Owning Production Models” Changes the Entire Interview PhilosophyMost candidates underestimate how radic...

24 min read

Feb 4, 2026

Real-Time Debugging Interviews: What Companies Expect and How to Practice

Santosh Rout

SECTION 1: Why Real-Time Debugging Interviews Exist (and Why They’re So Effective)Real-time debugging interviews are one...

19 min read

Feb 2, 2026

ML Engineer Portfolio Projects That Will Get You Hired in 2025

Santosh Rout

Introduction: Why Portfolios Matter More Than Ever in 2025If you’re aiming to land a machine learning engineer role in 2...

28 min read

Sep 30, 2025

LLM Engineering Interviews: How to Prepare for Prompting, Fine-Tuning, and Evaluation

Santosh Rout

Introduction: Why LLM Engineering Interviews Are DifferentOver the past few years, machine learning interviews have gone...

28 min read

Sep 29, 2025

Soft Skills Matter: Ace 2025 Interviews with Human Touch

Santosh Rout

Introduction: The Silent Game-Changer in ML InterviewsPicture this: A brilliant machine learning engineer—let’s call him...

15 min read

May 9, 2025

FAANG ML Interviews: Why Engineers Fail & How to Win

Santosh Rout

IntroductionFAANG (Facebook, Amazon, Apple, Netflix, Google)  machine learning Top  Fail FAANG ML Interviews —...

7 min read

Feb 24, 2025

Mastering ML Interviews: Match Skills to Roles

Santosh Rout

 IntroductionPreparing for machinelearning (ML) interviews can be a daunting task, especially when you're trying to...

7 min read

Feb 20, 2025

The Top Machine Learning Roles at FAANG Companies: What They Do, What You Need to Know, and How to Prepare

Santosh Rout

 IntroductionMachine Learning (ML) has become a cornerstone of innovation, especially at FAANG companies—Facebook (...

6 min read

Feb 18, 2025

ML Job Interview Prep: InterviewNode’s Proven System

Santosh Rout

1. IntroductionBreaking into the tech industry as a machine learning (ML) engineer is no easy feat. Companies like Googl...

12 min read

Jan 19, 2025

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