Aleksandr Rezanov
Machine Learning Engineer @ Snap Inc.
About
Deep learning engineer & teamleader with 5 years of ML experience. I have a passion for generative AI research-connected products. I worked both as an NLP and CV research engineer. My major is generative CV and its development: diffusion models and generative adversarial networks.
United Kingdom
London Area
Research
Generative Adversarial Networks (GANs), Computer Vision, Convolutional Neural Networks (CNN), Machine Learning, Deep Neural Networks (DNN), Generative Neural Networks, Object Detection, Artificial Neural Networks, PyTorch, Python, Artificial Intelligence (AI), Algorithms, Git, semantic segmentation, Deep Learning, Data Science, TensorFlow, Natural Language Processing (NLP), Image Processing, Pattern Recognition
Experience

Machine Learning Engineer
AI video generation startup targeting on revolutionizing video generation process for marketing and consumer markets ● utilized post training of diffusion models for customized video generation achieving state-of-the-art motion quality according to the human evaluation; ● owned and developed fast custom pipeline for autonomous data preparation; ● introduced and developed a novel MLOps approach to reduce prototype time-to-market from weeks to days.

Computer Vision Research Teamleader
AI video generation startup (Brask) with video localization platform (Rask) ● developed novel GANs architectures to achieve state-of-the-art quality of lipsync in terms of mean opinion score; ● merged active speaker detection and speaker diarization to release first-ever multispeaker lipsync; ● built best-in-class out-of-sync detector leading to the increase in synchronization quality by 15% according to the human evaluation; ● developed GPU-only image processing pipeline to reduce video inference processing time by a factor of 5; ● adopted diffusion models to create a synthetic dataset to increase lipsync model’s synchronization quality by 15%; ● led a team of 5 Research and Machine Learning Engineers to develop one of the best lipsync solutions on the market.

Machine Learning Engineer
Mountain View, California, United States
The leading AI engine for NPC development. Most funded startup in AI for gaming ● built a custom queue and register implementations to parallelize data processing and enable request deduplication, leading to the reduce in processing time by 50%; ● developed a probabilistic model to move from reactive agents to proactive.

Machine Learning Engineer
California, United States
AI consulting partnering and impacting top tech companies: Huawei, NVIDIA, Amazon, and Microsoft ● built model for generation of gym training plan using generative transformer beating quality of the top tier US coaches in the terms of mean opinion score; ● developed a robust pipeline for sota face mask detection on ip camera under challenging environment in the wild with detection mAP of 99% and classification accuracy about 90% (while available solutions had wild guess accuracy); ● optimized detection pipeline postprocessing by finding and reimplementing bottleneck leading to the reduction of processing time from 60 to 0.5 seconds.

Computer Vision Researcher
Moscow
Self-driving laboratory at MIPT ● developed a novel solution for CNN-based localization using GAN for bird-eye view synthesis; ● built fast and robust novel 6d pose estimation method based on CenterNet achieving 20 fps on single gpu while having sota quality.
Education
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