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 to Handle Open-Ended ML Interview Problems (with Example Solutions)

Santosh Rout

IntroductionOpen-ended ML interview problems are where interviews are most often decided, and where candidates feel the...

23 min read

Jan 7, 2026

ML Interview Preparation Plan: 30-Day Roadmap to Success

Santosh Rout

IntroductionMost ML interview preparation fails not because candidates lack intelligence or motivation, but because they...

20 min read

Jan 7, 2026

Model Evaluation Interview Questions: Accuracy, Bias-Variance, ROC/PR, and More

Santosh Rout

IntroductionModel evaluation is one of the most deceptively dangerous areas in machine learning interviews.On the surfac...

22 min read

Jan 6, 2026

Reinforcement Learning Interview Questions: Concepts and Example Answers

Santosh Rout

IntroductionReinforcement Learning (RL) interviews have a reputation for being intimidating, and for good reason. Unlike...

20 min read

Jan 6, 2026

How to Discuss Real-World ML Projects in Interviews (With Examples)

Santosh Rout

IntroductionFor most machine learning candidates, interviews do not fail on theory. They fail when the conversation turn...

22 min read

Jan 5, 2026

Mistakes That Cost You ML Interview Offers (and How to Fix Them)

Santosh Rout

IntroductionMost machine learning interview rejections do not happen because candidates lack intelligence, credentials,...

22 min read

Jan 5, 2026

ML Coding Interview Challenges: Key Patterns and How to Solve Them

Santosh Rout

IntroductionMachine learning coding interviews occupy a confusing middle ground. They are not pure software engineering...

21 min read

Jan 3, 2026

Feature Engineering Interview Questions and Tips (2026)

Santosh Rout

IntroductionFeature engineering remains one of the most misunderstood, and most decisive, topics in machine learning int...

23 min read

Jan 3, 2026

The Complete ML Interview Prep Checklist (2026)

Santosh Rout

IntroductionMachine learning interviews in 2026 look nothing like they did even three years ago. While algorithms, model...

23 min read

Jan 3, 2026

Netflix ML Interview Prep: Insights and Recommendations (2026 Version)

Santosh Rout

IntroductionMachine learning interviews at Netflix are fundamentally different from those at most large technology compa...

21 min read

Dec 26, 2025

Ace Your Facebook ML Interview: Top 25 Questions and Expert Answers (2026 Version)

Santosh Rout

Section 1: How Facebook Evaluates Machine Learning Engineers in 2026Although Facebook now operates under the broader Met...

21 min read

Dec 26, 2025

Ace Your Google ML Interview: Top 25 Questions and Expert Answers (2026 Version)

Santosh Rout

Section 1: How Google Evaluates Machine Learning Engineers in 2026Google’s machine learning interviews are often misunde...

21 min read

Dec 25, 2025

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