Question 1

How should I prepare for an ML engineer interview?

Accepted Answer

To prepare effectively for a machine learning engineer interview, focus on the four main types of questions you're likely to face: coding, machine learning fundamentals, machine learning system design, and behavioral questions. Here’s how to approach each one.

Coding. You'll need to show strong problem-solving skills in areas like algorithms and data structures. That means:
- Practicing common patterns like arrays, recursion, trees, graphs, and dynamic programming
- Solving questions in a timed environment
- Getting comfortable thinking out loud and whiteboarding your solutions
Machine learning fundamentals. These questions test your understanding and hands-on experience with concepts like model evaluation, overfitting, regularization, and feature engineering. Be ready to explain how you’ve used these ideas in past projects.
Machine learning system design. Some companies may ask how you’d approach building a machine learning solution to a real-world problem. Practice walking through the full pipeline, including data collection, preprocessing, model architecture, loss functions, optimization, serving, and monitoring.
Behavioral. You’ll be expected to reflect on your work experience and how you've tackled challenges in team settings. Prepare a handful of examples that showcase your ability to lead projects, collaborate with cross-functional teams, and navigate tough situations under pressure. Use a structured format, such as STAR or SPSIL, to keep your answers clear and concise.

If you're targeting a specific company, read our machine learning engineer interview guides for top tech companies:

Finally, consider doing interview coaching, ideally with former ML engineers from your target company. It is one of the best ways to pressure-test your answers, identify gaps in your prep, and get feedback that is specific and actionable to the role you're targeting.

Question 2

What does {{page.skill.name|add_article}} interview coach do?

Accepted Answer

{{page.skill.name|add_article, capitalize}} interview coach helps you practice real interviews so you can think on your feet—something you just can’t simulate alone or with a bot. They give expert feedback that friends or peers usually can’t, help you build confidence, and focus your prep on what really matters. The right coach will also bring company-specific insights and help you pick the best stories to tell in your behavioral interviews.

Here's a more detailed look at what {{page.skill.name|add_article}} interview coach can do for you:

Give you expert feedback: After conducting a mock interview with you, your coach will zoom in on your weaker areas and give you highly actionable, specific feedback that you can take away and use to improve your performance.
Help you prepare more efficiently: {{page.skill.name|add_article, capitalize}} interview coach can help you save weeks of unnecessary prep time by creating a study plan that cuts through the noise and helps you focus on the most important areas.
Increase your confidence: Studies have shown that around 93% of people feel nervous before a job interview. Unless you’re one of the 7% with ice in their veins, you’ll need to find a way to deal with nerves, remain calm, and project confidence. The more you practice something, the less stressful it should become, so mock interviews with a coach can really help reduce anxiety.
Give company-specific insights into the interview process: Too often, interview processes at large corporations are slow and rather opaque. Glassdoor.com is useful but has its limits. If you really want some insight from someone who’s been on the inside of the process, book {{page.skill.name|add_article}} interview coach who has run interviews at the company you’re interviewing for.
Help you tell the right stories: Your coach will tell you what interviewers really want to hear about, and will show you how to tell the most impactful stories.
Gauge whether you’re ready: Some candidates like to use interview coaching to test their readiness levels. They then adapt their interview preparation accordingly.
Help you structure your answers: Almost any answer you give in an interview should have a structure. For example, most people use the STAR method for answering behavioral questions (though we believe that the SPSIL method is better). An interview coach can show you the relevant answer frameworks that are relevant to your interviews.

Question 3

How will my {{page.skill.name}} interview coaching session work?

Accepted Answer

In a 1h mock interview session, you’ll spend 45 minutes being interviewed by your coach and they will give you feedback on your performance for 15 minutes. They will identify your weak points, give insightful, actionable advice on how to improve, and give you more confidence going into your real interviews.

In a more general preparation session, you can get your {{page.skill.name}} interview coach to help you structure your preparation, answer any questions you might have about your upcoming interview, and make more efficient use of your study time.

Question 4

How much does {{page.skill.name|add_article}} interview coach normally cost?

Accepted Answer

{{page.skill.name}} interview coaches normally cost over $200 per hour, and if they have experience at top companies you can easily pay $300 per hour or much more. It is sometimes possible to find coaches who charge lower rates, especially on sites like Fiverr, but they usually lack interviewer experience at top companies.

Various factors affect what you might pay for interview coaching:

The type and level of expertise the coach has and how specialized they are
How good the website is (e.g can you instantly schedule a coaching session or do you have to call?)
Level of seniority (for example, an exec {{page.skill.name}} coach will charge more than an entry-level {{page.skill.name}} coach)
Booking individual hours vs bulk buying
The coaching platform's 'take rate'
Whether it includes added services as well as the mock interview session

On our platform you can hire an experienced {{page.skill.name}} interview coach from just $100 per hour. This makes IGotAnOffer easily one of the most affordable interview coaching services around.

Question 5

How is practicing with {{page.skill.name|add_article}} interview coach different to doing mocks with a friend or peer?

Accepted Answer

Practicing with {{page.skill.name|add_article}} interview coach is a totally different experience from doing mocks with a friend or peer.

Our coaches have all conducted interviews at top companies, so they know exactly what interviewers are looking for. They won’t just say “that sounded good”, they’ll tell you why something worked or didn’t, and how to make your answers tighter, clearer, and more impactful.

Friends or peers might be smart, but they’re not calibrated. A coach will push you on the right things, find your weak points, and give you a realistic sense of how you'd perform in a real interview. Plus, they can help you build a plan, identify gaps in your prep, and flag blind spots you didn’t know you had.

Find a Machine learning interview coach to get a job at Google, Meta, Amazon, etc.

23 interview coaches available right now

They got offers

Hire a Machine learning interview coach if you want to:

100% risk-free trial

How it works

FAQs

Browse other Machine learning services

People who search for Machine learning also search for:

Join 1433 active candidates getting coached right now.