Rustem Garaev

Bis 2023, Machine Learning Scientist, PicsArt

Berlin, Deutschland

Über mich

About 5 years of first-hand experience in successfully developing and implementing machine and deep learning solutions in digital services. Proficient in user behavior understanding and business intelligence domains. Specifically in predictive modeling: forecasting, segmentation, and classification. Two years experience in academic research in the speech synthesis field. Also worked as a teacher's assistant. In coordination with marketing, growth, and data teams, delivered more than 10 projects which gave not only monetary profit but also increased engagement of users and saved time of team members.

Fähigkeiten und Kenntnisse

Deep Learning
Machine Learning
Data Science
Python
A/B testing
Apache Spark
Convolution neural networks
Data Mining
Data Visualization
Databricks
Digital signal processing
Explanatory Data Analysis
Git
Linux
Multi-armed bandits
Pandas
PyTorch
Predictive Modeling
Recurrent neural networks
Reinforcement learning
Research
SQL
System design
Text-to-Speech
Time series analysis

Werdegang

Berufserfahrung von Rustem Garaev

  • 2 Jahre und 2 Monate, Feb. 2021 - März 2023

    Machine Learning Scientist

    PicsArt

    I was involved in developing and delivering solutions that helped to better understand our user base, for example: LTV prediction, churn prediction, user behavior understanding, profiling, classification, and clusterization. Mostly, I closely worked with product and marketing teams, and successfully developed models to handle time series and tabular data and also touched on NLP and CV-related tasks.

  • 2 Jahre und 4 Monate, Nov. 2018 - Feb. 2021

    Specialist of Machine Learning and Computer Vision Department

    FIX Group of Companies

    We developed and delivered solutions for digital services to optimally interact with customers, through LTV prediction and multi-armed bandits utilization.

  • 5 Monate, Feb. 2020 - Juni 2020

    Teacher Assistant

    Institute of Computational Mathematics and Information Technologies, KFU

  • 2 Jahre und 5 Monate, Juli 2016 - Nov. 2018

    Software Engineer

    Axiros GmbH

Sprachen

  • Englisch

    Fließend

  • Russisch

    Muttersprache

Interessen

Road cycling
Vinyl records listening

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