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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Career Ladder for ML Engineers: From IC to Tech Lead

Santosh Rout

Section 1: The New Hierarchy of ML Engineers in 2025The career path for Machine Learning (ML) engineers has changed dram...

22 min read

Oct 6, 2025

Security in Machine Learning: Interview Questions You Don’t Expect

Santosh Rout

Section 1: Introduction — Why ML Security Is Suddenly in FocusIf there’s one area of machine learning that has exploded...

22 min read

Oct 6, 2025

The Future of ML Interview Prep: AI-Powered Mock Interviews

Santosh Rout

Section 1: IntroductionFor decades, interview preparation has evolved alongside technology. In the early 2000s, candidat...

21 min read

Oct 3, 2025

Why ML Engineers Are Becoming the New Full-Stack Engineers

Santosh Rout

Section 1: IntroductionIn the early 2010s, the software industry saw the rise of a new archetype: the full-stack en...

21 min read

Oct 3, 2025

The Hidden Skills ML Interviewers Look For (That Aren’t on the Job Description)

Santosh Rout

IntroductionWhat Job Descriptions MissWhen you pull up a machine learning job description at Amazon, Google, or Tesla, i...

28 min read

Oct 3, 2025

From Research to Real-World ML Engineering: Bridging the Gap

Santosh Rout

IntroductionThe Gap Between Research and RealityIf you’ve spent time in machine learning research, you know the thrill o...

29 min read

Oct 3, 2025

Group and Panel ML Interviews: Strategies to Stand Out Without Overpowering

Santosh Rout

Introduction:  Why Group & Panel Interviews Matter in ML HiringWhen most engineers picture an interview, t...

30 min read

Oct 3, 2025

The Psychology of Interviews: Why Confidence Often Beats Perfect Answers

Santosh Rout

IntroductionYou’ve been there before. Sitting in front of a recruiter or hiring manager, waiting for the first question....

31 min read

Oct 3, 2025

Behavioral ML Interviews: How to Showcase Impact Beyond Just Code

Santosh Rout

IntroductionIf you’re preparing for a machine learning (ML) interview, chances are your prep routine looks like this: gr...

31 min read

Oct 3, 2025

How Recruiters Evaluate ML Engineers: Insights from the Other Side of the Table

Santosh Rout

Recruiters as Matchmakers, Not GatekeepersWhen engineers picture interviews, they often imagine a brilliant senior engin...

35 min read

Oct 3, 2025

Coding vs. ML Interviews: What’s the Difference and How to Prepare for Each

Santosh Rout

1.   IntroductionIf you’re a software engineer today, chances are you’ve encountered two very different interv...

27 min read

Oct 3, 2025

End-to-End ML Project Walkthrough: A Framework for Interview Success

Santosh Rout

1: Introduction: Why End-to-End ML Matters in InterviewsWhen preparing for machine learning (ML) interviews, many candid...

30 min read

Oct 2, 2025

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