Machine Learning Engineer

  • Компания: Intelliarts
  • Город , Lviv,
  • Зарплата:
  • Размещено: 2025-07-29 11:08:04

Описание

You’ll join a modular, data-intensive platform that optimizes large-scale operations (e.g., energy/transport scheduling) via mathematical optimization. The system streams high-quality telemetry, schedules, costs, and alerts - creating ground for ML that enhances forecasting, risk assessment, and decision support. No ML is in production yet; you’ll help design and ship the first wave.

Responsibilities

  • Translate business/optimization needs into ML problems

  • Design and own end-to-end data/feature pipelines

  • Build, validate, and productionize models for forecasting, classification, and anomaly detection on operational data

  • Define evaluation metrics and experimentation loops (offline simulation, A/B tests, post-deployment monitoring)

  • Integrate models into microservices and optimization workflows (batch/real-time inference, APIs, containers)

  • Establish MLOps foundations: versioning, CI/CD, monitoring, and drift detection.

  • Collaborate closely with domain/optimization engineers and stakeholders to ensure models drive measurable impact

Personal Profile Overview

  • Comfortable owning the full ML lifecycle (problem framing, data, model, deploy, observe)

  • Degree in Data Science, Computer Science, Software Engineering or related field

  • Stability in previous employment history with a tendency to remain with employers for extended periods

  • Experience in managing diverse project activities (not just coding, but also requirements analysis, preparing estimations)

  • Clear and effective communication skills, both verbal and written, and ability to convey ideas, information, and messages accurately and efficiently

  • Proficiency in fostering effective collaboration and teamwork activities

  • Ability to analyze information, assess situations, and make decisions based on sound reasoning and logical evaluation

  • Focus on delivering exceptional customer experiences and prioritizing customer satisfaction

  • Analytical thinking, problem-solving abilities, and strategic approach to technical challenges

  • Transparency in sharing information within a team and company

  • Willingness to acquire new knowledge and insights to enhance professional growth and performance

Required skills

  • 3+ years of hands-on experience in applied machine learning, particularly with structured and time-series data

  • Experience developing models for forecasting, classification, or anomaly detection in real-world production systems

  • Strong experience with time-series modeling and feature engineering, including resampling, time-aligned joins, and handling irregular or sparse data

  • Proficiency in error analysis and debugging ML models, including use of metrics like MAE, RMSE, F1, ROC-AUC, and calibration curves

  • Understanding of model explainability tools and techniques (e.g., SHAP, permutation importance, feature contribution tracking)

  • Experience with ML versioning and reproducibility tools (e.g., MLflow, DVC, Weights & Biases)

  • Familiarity with cloud-based ML infrastructure (AWS/GCP/Azure).

  • English Upper-Intermediate (B2)

As a plus

  • Experience with energy/EV charging domain

  • Experience with reinforcement learning in optimization settings

We offer

  • Fuel your professional growth with paid online courses, conferences, certifications, English classes, a corporate library, and leadership program

  • Thrive in a culture of trust and cooperation with no time trackers and minimal bureaucracy

  • Enjoy 20 business days of paid vacation, plus state holidays to prioritize your well-being

  • Experience an open-door culture, transparent communication, and top management at a handshake distance

  • Enjoy comfortable office vibes with no open space policy, relaxing sports areas, a spacious bar/kitchen, and more

  • Achieve balance with our hybrid/fully remote work model

  • Receive fair and competitive compensation

  • Fuel your productivity and foster a sense of community with complimentary daily lunches

  • Participate in meaningful initiatives supporting Ukraine’s victory

  • Take flexible sick leave without burdensome documentation and access parental benefits

  • Choose from comprehensive medical insurance or a sports compensation package

  • Have fun with regular team-building activities, corporate events and celebrations, and unique initiatives like Week in Lviv

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