Grigory Malivenko

Machine Learning Engineer at Pixelmator Team

Osaka, Japan
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Summary

👤
Senior
🎓
Top School
Grigory Malivenko is a machine learning researcher and engineer with 11 years of experience and a deep focus on computer vision, medical imaging, and NLP, currently based in Osaka and working at AI Witchlabs AG. He has built production-ready image-to-image models (super-resolution, denoising, color enhancement) at Pixelmator and delivered contract computer vision work for Apple, combining research rigor with product-grade deployment. Comfortable across the stack, he integrates ML into constrained environments using C/C++ and optimizes models for edge and mobile runtimes (TensorFlow Lite/LiteRT, CoreML, ONNX, TensorFlow.js). He contributes to open-source tooling—authoring a PyTorch-to-Keras converter that handles core layers and architectures—reflecting a practical bent for interoperability and fast prototyping. Ongoing personal research includes NLP for resource-limited language pairs (RU-LT, EN-LT) and compact CV models like PyNet-V2 Mobile, showing a sustained interest in efficient ML for real-world constraints.
code11 years of coding experience
job9 years of employment as a software developer
bookMaster's degree Software Engineering, Master's degree Software Engineering at Southern Federal University (former Rostov State University)
bookBachelor's degree Mathematics and Computer Science, Bachelor's degree Mathematics and Computer Science at ICTIS Southern Federal University (former Rostov State University)
languagesEnglish, Russian
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Github Skills (9)

neural-network10
keras10
pytorch10
machine-learning10
convolutional-neural-networks10
model-conversion10
deep-learning10
resnet10
python10

Programming languages (8)

TypeScriptShellC++CJavaScriptRen'PyRubyPython

Github contributions (5)

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gmalivenko/pytorch2keras

Nov 2017 - Aug 2021

PyTorch to Keras model convertor
Role in this project:
userML Engineer
Contributions:1 release, 255 commits, 14 PRs in 3 years 9 months
Contributions summary:Grigory primarily contributed to the development of a PyTorch-to-Keras model converter. Their work involved creating the project structure and implementing conversion logic for various PyTorch layers such as Dense, Convolutional, Batch Normalization, Pooling, and activation layers (ReLU, LeakyReLU, etc.). They also added tests for the implemented layers and included support for the ResNet and other model architectures.
mobilenetmlptensorflowjskeras-modelsdarts
gmalivenko/gluon2pytorch

Oct 2018 - May 2021

Gluon to PyTorch deep neural network model converter
Contributions:130 commits, 1 PR, 62 pushes in 2 years 6 months
pytorchdeep-learningdeep-neural-networkneural-networkgluon
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Grigory Malivenko - Machine Learning Engineer at Pixelmator Team