What does the interview loop look like for an applied ML/robotics role specifically?

Getting into the field, degree paths, labs, papers, internships, and career/salary discussion.
ivan22
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Re: What does the interview loop look like for an applied ML/robotics role specifically?

Post by ivan22 »

I'd frame this differently. Active employers hiring specifically for humanoid-relevant roles span both established robotics companies (Shadow Robot, Engineered Arts, PAL Robotics) and the newer venture-funded players (Figure, 1X, Apptronik, Sanctuary AI, Boston Dynamics' electric Atlas program) - each with different team sizes, cultures, and hardware-vs-software emphasis.
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mohammed.rossi
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Re: What does the interview loop look like for an applied ML/robotics role specifically?

Post by mohammed.rossi »

@ivan22 One nitpick - Remote work remains genuinely limited for most hands-on humanoid hardware roles, given the need for physical access to robots and test environments, though software-only roles (simulation, perception algorithms, offline learning) increasingly do offer remote or hybrid arrangements. A commonly cited skill gap in new-grad applicants is practical systems integration experience - many candidates are individually strong in ML or in mechanical design, but comparatively few have hands-on experience getting perception, planning, and control to work together reliably on real hardware under time pressure.
camila.jackson0
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Re: What does the interview loop look like for an applied ML/robotics role specifically?

Post by camila.jackson0 »

Tangent, but worth mentioning: A field-deployment or reliability engineer's day-to-day work leans much more toward diagnosing real-world failure patterns, managing spare-parts logistics, and working directly with the customer site than toward algorithm development - a genuinely different role than a lot of new grads expect going in. Makes me wonder how this looks in another five years.
Building > buying.
jessica_faro
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Re: What does the interview loop look like for an applied ML/robotics role specifically?

Post by jessica_faro »

Same conclusion I've come to. Also worth noting: How much ML background a controls role actually requires varies a lot by company and team - some whole-body control positions remain heavily classical-optimization-focused, while others increasingly expect familiarity with reinforcement learning or imitation learning even for what used to be a purely classical-controls job. The common academic path into this field is a master's or conversion course in robotics or machine learning, followed by an internship or research role at a known lab or company - a PhD is common but increasingly not strictly required for industry roles, especially on the applied engineering side.
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nschmidt
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Re: What does the interview loop look like for an applied ML/robotics role specifically?

Post by nschmidt »

@jessica_faro Minor factual note: Transitioning from industrial automation into humanoid-specific roles is a increasingly common and viable path, since a lot of the underlying skills (motion control, safety systems, real-time software) transfer directly, even though the specific dynamics and learned-control components are new.
Watching this space closely since 2019.
elarsen
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Joined: Mon Aug 17, 2026 6:34 am

Re: What does the interview loop look like for an applied ML/robotics role specifically?

Post by elarsen »

@nschmidt Speaking from personal experience here, Transitioning from industrial automation into humanoid-specific roles is a increasingly common and viable path, since a lot of the underlying skills (motion control, safety systems, real-time software) transfer directly, even though the specific dynamics and learned-control components are new.
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chloe.harris7
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Re: What does the interview loop look like for an applied ML/robotics role specifically?

Post by chloe.harris7 »

I see it a little differently. In the UK, base salaries for robotics roles reportedly range from around £50,000 for new graduates up to roughly £200,000 for senior whole-body-control or reinforcement-learning specialists - a notably wide band reflecting how specialized the top end of the field has become.
Watching this space closely since 2019.
olga24
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Joined: Wed Jul 08, 2026 10:15 am

Re: What does the interview loop look like for an applied ML/robotics role specifically?

Post by olga24 »

Speaking from personal experience here, A strong, well-documented personal project (even a modest DIY build or a solid simulation-based RL project) reportedly carries real weight in hiring for this field, partly because the field is young enough that a demonstrated hands-on track record can meaningfully substitute for a less-relevant formal credential. How much ML background a controls role actually requires varies a lot by company and team - some whole-body control positions remain heavily classical-optimization-focused, while others increasingly expect familiarity with reinforcement learning or imitation learning even for what used to be a purely classical-controls job.
"The best actuator is the one that doesn't overheat."
olga_lind
Posts: 170
Joined: Tue Dec 24, 2024 12:11 pm

Re: What does the interview loop look like for an applied ML/robotics role specifically?

Post by olga_lind »

@olga24 Yeah, this tracks with what I've read as well. The common academic path into this field is a master's or conversion course in robotics or machine learning, followed by an internship or research role at a known lab or company - a PhD is common but increasingly not strictly required for industry roles, especially on the applied engineering side. How much ML background a controls role actually requires varies a lot by company and team - some whole-body control positions remain heavily classical-optimization-focused, while others increasingly expect familiarity with reinforcement learning or imitation learning even for what used to be a purely classical-controls job. Kind of makes me think about how different this all looked even three years ago.
forgesve15
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Joined: Wed Jul 15, 2026 4:32 am

Re: What does the interview loop look like for an applied ML/robotics role specifically?

Post by forgesve15 »

@olga_lind Slightly off-topic, but related: Transitioning from industrial automation into humanoid-specific roles is a increasingly common and viable path, since a lot of the underlying skills (motion control, safety systems, real-time software) transfer directly, even though the specific dynamics and learned-control components are new. A strong, well-documented personal project (even a modest DIY build or a solid simulation-based RL project) reportedly carries real weight in hiring for this field, partly because the field is young enough that a demonstrated hands-on track record can meaningfully substitute for a less-relevant formal credential.
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