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EDGE Machine Learning Engineer

Location:
Poland, Ukraine (Lviv, Cherkasy), Remote
Level:
Middle/Senior
English:
Project stage:

The project has passed the MVP phase. Application is deployed to prod. Active development continues in parallel with production support.

Project Overview

We are taking part in the development of a healthcare startup. The main purpose is to monitor patients in the hospital, and the main feature is an application for 24-hour video surveillance. Now we're developing an AI-driven system aimed at preventing patient falls from beds and reducing the occurrence of wounds or injuries.

The client is one of the world’s largest manufacturers of appliances and electronics.

Technical Details:
Job Highlights:
  • The application is in production
  • Development practices on the project include Code review, Build-in quality, Unit-testing and integration testing, End-to-end automated testing, CI, Release on demand
  • Working in a distributed multinational team in a different time zone. The approximate work schedule is from 11:00 AM to 7:00 PM CEST
  • Staffing cooperation format
Team Composition:

2SE, QA, AQA, UI/UX designer, DevOps

Client-side team structure: Product Owner, 2SE

Responsibilities
  • Model Training: Train and fine-tune deep learning models using diverse datasets, including labeled video sequences, to achieve high accuracy in patient position detection and issue classification. That includes identification of anomalies and potential issues related to patient positioning, such as incorrect posture, movement constraints, or equipment malfunctions
  • Data Processing: Preprocess and create video data, ensuring its quality, relevance, and appropriateness for training and validation of AI models
  • Performance Optimization: Continuously optimize algorithms for real-time or near-real-time execution, considering computational efficiency and resource constraints
  • Validation and Testing: Design and implement rigorous testing and validation procedures to assess the performance and robustness of developed algorithms under various scenarios and conditions
  • Collaboration: Collaborate closely with cross-functional teams, including software engineers, UI/UX designers, and domain experts, to ensure seamless integration of AI solutions into existing healthcare systems
  • Research and Innovation: Stay up-to-date with the latest advancements in computer vision and AI technologies, and proactively explore new approaches to enhance patient safety and care quality
Qualifications
  • +5 years of relevant experience
  • Strong expertise in computer vision techniques, including object detection, tracking, and image/video analysis
  • Proficiency in programming languages such JavaScript and familiarity with relevant libraries (e.g., TensorFlow JS, OpenCV, PoseNet, Coco SSD)
  • Experience with deep learning frameworks and architectures, including CNNs, RNNs, and attention mechanisms
  • Strong command of React, TypeScript, and JavaScript for integrating web ML models into webapplications
  • Solid understanding of data preprocessing, augmentation, and feature extraction techniques for video data
  • Ability to optimize algorithms for real-time or low-latency execution, considering hardware constraints
  • Deep knowledge of models training, optimization, and investigating best options for a case
  • Experience in deploying AI models in production environments is a plus
  • Excellent problem-solving skills, critical thinking, and attention to detail
  • Level of English Upper-Intermediate and above
Workflow
  • 2-week sprint. The input of the process will be sprint backlog, output - functionality increment. The focus here is on the predictable delivery of defined pieces of functionality
  • Continuous exploration process. The input of this process is some custom feature, improvement idea, or need. Output is a team backlog planned through sprints

Our Benefits

Work & Life Balance

20 paid working days off
Soulful corporate events and team buildings
Opportunity to work remotely

Work Environment

All the necessary equipment
A comfortable and modern office
Accounting services
Relocation reimbursement

Health & Wellness

Health insurance
$600 extra for the health care, sports or mental health
10 working days of sick leave

Professional Development

$600/year you can spend on:
Courses, trainings, seminars
Improvement of qualification/ certification
English lessons

[ our values/ ]

What Keeps Us Sharp and Steady

We cut the fluff and keep it real—owning our work, refining our craft, and always leveling up. No excuses, just a team that’s in it together, pushing boundaries and delivering results.
Pragmatic

Pragmatic

Theory’s cute, but results pay the bills. Perfect’s a fairy tale—done right is what counts.
Adult

Adult

No drama, no sugarcoating. We own our wins and our screw-ups, and treat failure like free tuition.
Craftspeople

Craftspeople

We’re not assembly-line coders. We build, we refine, and we don’t put a fresh coat of paint on bad code.
Forever Learners

Forever Learners

Falling behind? We leave that to others. Leveling up fast, chasing down answers, and never settling for “I don’t know.”
Great Allies

Great Allies

No lone wolves here. We listen before we talk, communicate like grown-ups, and make the ride better for everyone.

[ global team, remote freedom/ ]

Headquartered in the USA and Ukraine, but our team? We're everywhere.

We’re fully remote, so you can work wherever you’re most productive.
Costa Rica
Team Hub
USA
Strategic & Office & Team Hub
Spain
Strategic & Team Hub
Poland
Strategic & Team Hub
Romania
Team Hub
Ukraine
Office & Team Hub
Costa Rica
Bulgaria
Team Hub
Georgia
Team Hub
Armenia
Team Hub
Lviv
Mykoly Voronoho Street, 3, Lviv, Ukraine, 79000
anastasia.boyko@mev.com
Cherkasy
Pushkina Street, 100, Cherkasy, Ukraine, 18000
vladyslava.korol@mev.com
Walnut Creek
1212 Broadway Plaza, Walnut Creek, California, USA
solutions@mev.com

FAQs

Got questions? No worries, we've got all your answers covered in our FAQ!

Absolutely! We offer flexible remote work options, so you can work from anywhere worldwide. Prefer the office vibe? We’ve got a modern, comfy workspace in Ukraine, fully equipped with everything you need.

We have a structured onboarding process to make your transition smooth and welcoming. You’ll have access to mentors, detailed resources, and a supportive team to help you hit the ground running.

We conduct performance reviews every six months to assess your achievements, align your goals with the company’s vision, and identify growth opportunities. During these reviews, you’ll:

  • Get a clear picture of your strengths and areas to improve
  • Receive feedback on your performance and productivity
  • Set goals that align with your career path and the company’s strategy

At MEV, we’re all about continuous learning and growth. Here’s what a typical path looks like for a Software Engineer:

  • Junior Engineer: Build foundational skills like bug fixing and documentation with guidance from senior team members.
  • Mid-level Engineer: Take on more complex tasks, mentor junior engineers, and play a bigger role in problem-solving and code optimization.
  • Senior Engineer: Lead projects, tackle high-level technical challenges, and align technical work with business goals. You’ll also mentor others and drive innovation within the team.
  • Staff Engineer: Lead large-scale projects, design system-wide architectures, and manage multi-team efforts. You’ll mentor senior engineers and steer the technical strategy.

At every step, your responsibilities grow—and so does your impact. Regular reviews and professional development opportunities keep you moving forward.

We believe in open, transparent communication and a collaborative culture. Regular team meetings, project updates, and social events keep everyone connected and engaged.

We’re big on balance. Here’s what we offer:

  • 20 paid vacation days per year
  • 10 sick days
  • Flexible working hours

Your well-being matters to us. We offer:

  • Comprehensive health insurance
  • $600 annually for healthcare, sports, or mental health support

We invest in your growth. You’ll get $600 annually to spend on:

  • Courses, trainings, and seminars
  • Professional certifications
  • English lessons

Our culture is built on mutual respect, continuous learning, and a passion for innovation. We value diversity, creativity, and a good sense of humor. We’re a team of professionals who support each other, celebrate successes, and challenge ourselves to grow.

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