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.

Next webinar starts in

Days

Hrs

Mins

Secs

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

Preparing for Interviews That Test Decision-Making, Not Algorithms

Santosh Rout

SECTION 1: Why Interviews Have Shifted from Algorithms to DecisionsFor more than a decade, technical interviews followed...

21 min read

Feb 3, 2026

Signal vs. Noise: What Actually Gets You Rejected in ML Interviews

Santosh Rout

SECTION 1: Why Most ML Interview Feedback Is MisleadingIf you’ve ever been rejected from an ML interview with feedback l...

18 min read

Feb 3, 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

How to Prepare for Multi-Disciplinary AI Interviews (ML + Data + Product)

Santosh Rout

SECTION 1: Why AI Interviews Have Become Multi-Disciplinary (and Why Most Candidates Fail)AI interviews in 2026 look not...

21 min read

Feb 2, 2026

How to Demonstrate Judgment and Ownership in ML Interviews

Santosh Rout

Introduction: Why ML Interviews Are Really About TrustIn 2026, most ML interview rejections don’t happen because the can...

20 min read

Jan 29, 2026

The Rise of Skills Verification Platforms and How They Affect Hiring

Santosh Rout

Introduction: Why Hiring Shifted From Credentials to ProofFor decades, hiring relied on proxies.Degrees signaled intelli...

19 min read

Jan 29, 2026

How to Prepare for “Build-and-Explain” ML Interview Formats

Santosh Rout

Introduction: Why “Build-and-Explain” Interviews Now Define ML HiringIf ML interviews used to test what you know,build-a...

17 min read

Jan 29, 2026

Video-Based Technical Interviews: How to Prepare for Asynchronous ML Screens

Santosh Rout

Introduction: Why Asynchronous ML Interviews Became the First GateAsynchronous video interviews used to feel like a temp...

18 min read

Jan 29, 2026

Start Your Journey

Book a Cohort

Career Roadmap Call

Start Learning

Land Your ML Job

Next webinar starts in

Days

Hrs

Mins

Secs