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Magdalena KamińskaMK
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Magdalena Kamińska

@magdalenakamiska1

Machine Learning Engineer who deployed over 8 audio recognition models at Intel and built Alexa and AWS Polly speech pipelines.

Australia
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At Intel Corporation, I owned data gathering, model training, evaluation, and production deployment for edge-deployed audio recognition and sound classification models. I experimented with CNN and Transformer architectures, with over 8 models in production.

At Amazon Development Center, I designed and built automated Python post-processing pipelines that reduced manual speech-data processing time by over 50%. I also managed acquisition and quality control for a large-scale multilingual speech corpus used to develop Amazon Alexa and AWS Polly voices.

I’ve worked across the end-to-end machine learning lifecycle, from data cleaning and validation to production deployment. In both roles, I served as Scrum Master for a five-person team; at Amazon, I also led and mentored two junior audio engineers.

Experience

Work history, roles, and key accomplishments

Amazon Development Center logoAC

Text-to-Speech Audio Engineer

Mar 2014 - Sep 2021 (7 years 6 months)

Directed technical production, vendor coordination, and speech processing pipelines for TTS voices for Amazon Alexa and AWS Polly. Designed automated Python post-processing pipelines, reducing manual processing time by over 50%, and managed a large-scale multilingual speech corpus.

Education

Degrees, certifications, and relevant coursework

IA

Infoshare Academy

Junior Data Scientist Bootcamp, Data Science

2018 - 2019

Intensive 320-hour Data Science and ML course covering Python data pipelines, statistical modelling, data visualisation, machine learning, and deep learning.

IA

Infoshare Academy

Junior Data Scientist Bootcamp, Data Science

2018 - 2019

Intensive 320-hour Data Science and ML course covering Python data pipelines, statistical modelling, data visualisation, ML, and Deep Learning.

Wroclaw University of Science and Technology logoWT

Wroclaw University of Science and Technology

Master of Electronics, Electronics

2012 - 2015

Master of Electronics degree with specialisation in Advanced Applied Electronics, studied in English.

Wroclaw University of Science and Technology logoWT

Wroclaw University of Science and Technology

Master of Electronics, Electronics

2012 - 2015

Master of Electronics degree with specialisation in Advanced Applied Electronics, studied in English.

Wroclaw University of Science and Technology logoWT

Wroclaw University of Science and Technology

Bachelor of Electronics, Electronics

2008 - 2012

Activities and societies: Member of the Audio Engineering Society (AES)

Bachelor of Electronics degree with specialisation in Sound Engineering. Member of the Audio Engineering Society (AES).

Wroclaw University of Science and Technology logoWT

Wroclaw University of Science and Technology

Bachelor of Electronics, Electronics

2008 - 2012

Activities and societies: Member of the Audio Engineering Society (AES)

Bachelor of Electronics degree with specialisation in Sound Engineering. Member of the Audio Engineering Society (AES).

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