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PathAI Interview Questions
& Process

Real candidates share what happened, how many rounds they had,
and how the experience turned out.

Based on 88 interview experiences · FREE TO READ

3 Rounds average
Average Typical difficulty
52.3% Positive experience

Which role are you interviewing for?

19 roles · 88 reports

Candidate interview experiences

First-hand accounts from people who interviewed at PathAI.

Showing 4 of 88
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Deployment Engineer

Engineering · half a year ago

Mid Average Negative experience No offer 4 rounds
Interview process
Recruiter call Phone screen Group Background check
Interview formats
Behavioral Technical

I spoke with a recruiter first to see if I was a fit. Then I interviewed with the hiring manager, which went great. After that, they wanted me to do a 4-hour interview with a bunch of team members, which I was cool with. But before we set that up, I wanted to know more about the pay differences. So I talked to the recruiter again, and she said she'd get back to me. I emailed a few times but never heard back, which was kinda weird since I specifically wanted that second chat to make sure no one's time got wasted.

Confirmed questions1 question
  • Can you describe your approach to managing a customer project or issue?
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Software Engineer

Engineering · a year ago

Entry Average Negative experience No offer 1 round
Interview process
Recruiter call
Interview formats
Behavioral

I spoke with a recruiting lead who seemed rude. She asked my salary expectations three times right away, even though pay transparency laws are in effect where I live. She wanted a general overview of my career, but then asked for details on the tech I used. Oddly, she didn't ask follow-up questions about my actual work. Instead, she focused on why I left all my past engineering jobs, even a layoff from 5 years ago during the pandemic. She ended the call saying she appreciated my time, but it felt insincere.

Confirmed questions1 question
  • What led to your departure from each of your previous employers over the last five years?
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Business Development Manager

Sales · more than a year ago

Mid Average Negative experience Decline offer 8 rounds
Interview process
Recruiter call Phone screen Presentation Technical screen Onsite Background check Offer
Interview formats
Behavioral Technical Presentation

Started with an employee referral in Month 1. Then had an initial 30-min chat with the recruiter about my experience and salary in Month 2. Followed by a 30-min meeting with the hiring manager in Month 2, and then another 30-min call with them a few days later also in Month 2. In Month 3, I had another 30-min call with HR/recruiter to get ready for a presentation and five interviews, and they re-confirmed salary expectations. Month 3 also included a 60-min recorded presentation with Q&A. The next stage was five 45-minute interviews spread across the end of Month 3 and the beginning of Month 4. Then, in Month 4, I had a final 30-min call with the hiring manager, which I thought was going to be for a verbal offer, but it turned into a discussion about refining and restructuring the role. After that call, I asked about the timeline for finalizing the role and the hiring process, and they said about 2 weeks. It's now been over 2 months since that final call, and I haven't heard anything from HR or the hiring manager. I actually received an offer from another company because I was still waiting for updates over 6 months after the process began. There were layoffs in June, plus internal restructuring and title changes, which really messed up the hiring process.

Confirmed questions1 question
  • Can you tell me about a project you did for a biopharma client that required getting buy-in internally? What steps did you take to get it, and what happened in the end?
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Biomedical Engineer

Engineering · more than a year ago

Mid Average Positive experience Accept offer 6 rounds
Interview process
Take home Recruiter call Phone screen Technical screen Onsite Panel Background check Offer
Interview formats
Coding Behavioral Technical

So I saw some reviews saying the interview process was tough, but for the BME role, it was actually smooth for me. The recruiter was quick to reply, and the manager was really easy to work with. Everything moved fast, and I liked that Path AI doesn't rush you with a 2-week deadline. First, there was a HackerrRank coding question (they give you 2 hours, but it usually takes about an hour). Then, a 30-minute recruiter call to go over my background. After that, a 45-minute manager call for a more in-depth discussion. The final interviews were set up, each lasting 45 minutes. These included: a live ML problem walk-through with some basic coding, questions on basic stats and hypothesis testing, basic cell biology, a chat with 2 or more team members, and a final behavioral chat with the manager. My tips: 1. Prep well, know your stuff inside out. 2. If you don't know something, it's better to be upfront. 3. Ask questions to show you're engaged. Path AI is selective, so show them what makes you stand out with examples.

Confirmed questions1 question
  • NDA.

PathAI Interview Questions

Quoted word for word from PathAI interview reports.

What is the purpose of using pooling in convolutional neural networks?

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Given unsorted logs with potential missing in/out times, identify the ID with the smallest difference between out and in times, not exceeding a specified max_duration.

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How would you calculate the ratio of intersection over union for two sub-images taken from a given image?

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Could you calculate the parameters for a given CNN network based on its architecture?

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Regarding ResNet's skip layer, when is the right time to apply activation, and what's the reasoning behind it?

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How would you convert a given tree into a dictionary or JSON object?

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Can you implement a KNN class and calculate it using both L2 and Manhattan distance?

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Formats, difficulty and experience

Across all 88 PathAI interview reports.

Interview formats

Technical 32.2%
Behavioral 30.8%
Coding 19.7%
Presentation 13%
System Design 1.9%

Interview difficulty

Easy 1.1%
Average 62.5%
Difficult 36.4%

Candidate experience

Neutral 23.9%
Negative 23.9%
Positive 52.3%

Reports by job function

Engineering 58
Operations 6
Analytics 6
Product 5
Research 4
HR 4