Patrick Marmaroli

Patrick Marmaroli

Freelance

Speech & Audio ML Engineer — signal processing to production software

Fully remote from the Geneva area (Switzerland / France)

About

I build speech and audio AI that works outside the lab, from signal processing and model fine-tuning to the production software around it. My focus is demanding domains where errors are costly: clinical voice analysis, real-time communication quality, regulated multi-party workflows. Since August 2026, I work full-time as an independent freelancer through Hidacs Sàrl, fully remote from the Geneva area, and I co-founded Vocametrix, a speech analysis platform for speech-language pathologists. I run an AI-assisted development workflow that lets me own a project end to end — architecture, implementation, testing, and deployment. Previously Senior Audio Engineer at Microsoft (Teams audio quality), 2022–2026. PhD from EPFL, 25+ publications (7 journal articles, 740+ citations), 2 granted US patents in voice capture and hearing assistance.

Consulting & Products

Consulting — Speech & Audio ML

Need speech, audio or signal processing AI that ships?

Visit hidacs.ch
Product — Speech-Therapy API

Need a speech-therapy API or voice assessment tool?

Visit vocametrix.com

Experience

Oct 2023 — Present

Co-Founder

Vocametrix OÜ · Tallinn, Estonia

Voice-controlled games and audio analysis tools for speech therapy. Web platform combining pronunciation assessment, pitch tracking, and gamified exercises, backed by a speech processing API suite serving both the platform and external developers.

Feb 2016 — Present

Co-Founder

Hidacs Sàrl · Switzerland · Remote

Freelance missions in speech & audio ML, signal processing and production software — feasibility studies, proofs of concept, model improvement and end-to-end builds. Selected missions: business platform suite (ERP, e-signature, timesheets, single sign-on) for a multi-company railway infrastructure alliance; phoneme recognition models for clinical speech therapy; core technology of an acoustic liveness detection solution for a biometric startup later acquired by Onfido; projects in biomedical, luxury watchmaking, security and environmental acoustics.

Jan 2022 — Jul 2026

Senior Audio Engineer

Microsoft · Tallinn, Estonia

Sound quality engineering for Microsoft Teams — audio processing pipelines, quality metrics, and signal analysis at scale.

Oct — Dec 2021

Audio Signal Processing Consultant

Onfido

Development of an anti-spoofing technology using ultrasound for identity verification liveness detection.

Jul 2020 — Sep 2021

Research Engineer (part-time)

HEPIA (HES-SO Geneva)

EARSENS project — privacy-preserving indoor activity detection using electrodynamic loudspeakers and AI, without microphones. Co-authored publication in Applied Acoustics (January 2023).

May 2016 — Aug 2021

Audio Department Manager

HED Technologies · Geneva, Switzerland

Designed and implemented signal processing algorithms (echo cancellation, noise reduction, voice command recognition) and contributed to headphone acoustic design. Led R&D efforts growing the Audio Department from scratch to a 4-engineer team, steering algorithm development from prototype to validated product.

Sep 2014 — Jun 2016

Project Manager, R&D Acoustics Department

PRONA SA · Yverdon, Switzerland

Developed custom Matlab tools and data processing pipelines for building and environmental acoustic analysis. Conducted normative acoustic measurements and managed multidisciplinary acoustic projects for industrial, institutional, and private clients.

Mar 2013 — Oct 2014

Post-Doctoral Fellow

EPFL · Lausanne, Switzerland

Designed audio signal processing algorithms and conducted laboratory and field experiments within European research projects. Collaborated with industrial partners including Phonak (hearing aids), FIAT, and ARMASUISSE. Supervised interns and PhD students.

Education

2008 — 2013

PhD in Acoustics & Audio Signal Processing

Swiss Federal Institute of Technology (EPFL) · Switzerland

Bimodal sound source tracking applied to road traffic monitoring.

2007 — 2008

Master Thesis in Signal Processing

Université du Sud Toulon-Var · France

Signal processing, psychoacoustics, and trajectography.

2005 — 2007

Software Engineering Degree

ISEN Toulon · France

2003 — 2005

Classes Préparatoires (Physics & Engineering)

Lycée Lachenal · Argonay, France

Technical Skills

Audio & DSP

MATLABWeb Audio APIFFT AnalysisGCC-PHATHRTFSpeech RecognitionPhoneme RecognitionPOLQA / MOSWaveSurfer.js

AI & ML

PyTorchScikit-learnWav2Vec2LoRA / DoRA Fine-TuningMLflowDVCLLM APIs (Claude, GPT)YAMNetAzure Cognitive ServicesCustom CNNsDeep Learning Toolbox

Languages

PythonJavaScript / TypeScriptC#MATLABSQLPowerBI

Web & Cloud

ReactNext.jsNode.js / ExpressC# / .NETAzure App ServicePostgreSQLMonoreposDockerGitHub ActionsCI/CD

Security

AES EncryptionPrivacy-Preserving AIGDPR Compliance

Languages

French

Native

English

C1 Advanced