Sigma Software Group

Machine Learning Engineer (Sound Detection)

Sigma Software Group  •  Ukrainka, UA (Onsite)  •  1 day ago
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Job Description

We are looking for an Audio Machine Learning / Edge AI Engineer to design and deploy real-time acoustic detection systems operating in complex and noisy environments.

This role focuses on sound-based situational awareness and requires end-to-end ownership — from audio signal processing and ML model development to optimization and deployment on edge devices operating under constrained conditions.

You will work at the intersection of audio signal processing, machine learning, and embedded systems, building robust solutions capable of reliable performance in real-world field environments.

  • Design and develop audio-based detection and classification systems for challenging real-world environments
  • Implement robust signal processing pipelines tailored for noisy outdoor conditions
  • Build and optimize machine learning models for sound event detection
  • Develop low-latency, high-reliability streaming pipelines
  • Handle imbalanced and imperfect datasets using augmentation and synthetic data techniques
  • Deploy and optimize models on edge hardware platforms (Jetson, Raspberry Pi, etc.)
  • Optimize inference performance using ONNX, TensorRT, and OpenVINO
  • Develop production-grade Python systems with modular architecture and multiprocessing capabilities
  • Ensure system robustness under variable acoustic conditions and hardware constraints
  • Collaborate with ML, hardware, and systems engineering teams to deliver integrated solutions

Qualifications

  • 4+ years in ML / Audio / DSP / Edge AI
  • Strong knowledge of audio signal processing (spectrograms, noise reduction, feature extraction)
  • Experience working with noisy environments (wind, city, nature)
  • Hands-on experience with ML for audio (CNNs, YAMnet, ONNX)
  • Proficiency in training on imbalanced datasets and applying augmentation techniques
  • Ability to build low-latency streaming pipelines for real-time audio processing
  • Experience deploying models on edge devices (Raspberry Pi, Jetson Nano)
  • Optimization skills using ONNX, TensorRT, OpenVINO
  • Production-level Python engineering experience (clean architecture, multiprocessing, modular pipelines)
  • Proven track record of production deployment in real-world scenarios
  • Professional proficiency in English

WILL BE A PLUS

  • Acoustic domain knowledge (drone frequency ranges, Doppler effect, microphone arrays)
  • Sensor fusion experience (audio + video, audio + RF detection)
  • Hardware integration skills (GPIO, signal triggering)

Additional Information

PERSONAL PROFILE

  • High level of ownership and problem-solving mindset
  • Ability to work across R&D, engineering, and hardware constraints
  • Comfortable with real-world, non-ideal data
  • Strong collaboration skills in cross-functional teams
Sigma Software Group

About Sigma Software Group

Sigma Software Group, an award-winning and trusted IT partner, has been serving customers for over 22 years, providing comprehensive IT solutions to various businesses, ranging from startups to established software product houses. As one of Europe's substantial IT consultancies, it brings together a dedicated workforce of over 2,100 professionals in 40 offices across 19 countries. With a diverse client base, including more than 300 enterprises, including Fortune 500 stalwarts, Sigma Software Group is a preferred choice for developing solutions that help businesses create cutting-edge products while meeting their unique needs.

Sigma Software Group operates as a dynamic ecosystem of tech companies, offering 25 ready-to-implement innovative products and 40+ value-added services. Furthermore, Sigma Software Group is committed to fostering innovation through initiatives such as the Sigma Software Labs business incubator, Sigma Software University, the SID Venture Partners VC Fund, UA Tech Network, Techosystem, the European Business Association, and other collaborative efforts.

Since 2015, Sigma Software Group has consistently earned recognition on the IAOP's prestigious World's Top 100 Outsourcing list. The company's accomplishments have also been acknowledged by prominent global media outlets such as Forbes, CNBC, The Times, and Reuters.

Industry
IT & Software
Company Size
1,001-5,000 employees
Headquarters
Stockholm, SE
Year Founded
2002
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