Undoubtedly, working with data allows us to create incredible products nowadays.And of course, I want to be a part of it. That's why for the last 4 years I have been working as a Data Scientist with hands-on experience completing various tasks in the field of NLP and Speech. I've participated in data science projects from the development stage of ML models to the release of the service into production. I also have extensive experience as a business and systems analyst. All this working experience together with strong math background allows me to influence the final result of IT projects directly. And when I see my impact of the products or projects, then I really feel the value of my work.
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Lead Nlp MleHerculesaiSpain -
Senior Data ScientistT1A Nov 2023 - PresentBelgrade, SerbiaLime - advanced GenAI-powered tool designed to enhance the productivity of financial analysts. It allows you to create comparative analysis reports on the fly and use point-click to elaborate and enhance paragraphs.- Architected and implemented a robust system using Llama-3, LangChain, and Databricks VectorSearch to support a wide variety of text-based financial documents and call transcripts.- Developed features to summarize various analyst reports and create interactive comparative analysis reports with point-and-click functionality.- Achieved a significant reduction in report creation time from hours to just 3 minutes, greatly improving operational efficiency.Enhanced the efficiency of the Alchemist - automated SAS migration tool.- Implemented features for automatic search of similar SAS code in the code base similarity algorithms (embedding-based). -
Data ScientistGlowbyte Consulting Jan 2021 - Nov 2023Data Scientist at CV/NLP team. Most of the time I was actively involved in NLP projects. I've participated in data science projects from the development stage of ML models to the release of the service into productionProject to match product models of the retailer and supplier.- Carried out the technical management of the project, including organizing the work of 2 junior DS.- Developed an algorithm for matching attributes of a product model by name based on transformer architecture and Levenshtein distance algorithm, as well as a matching algorithm for numerical values of attributes.Project to identify the reasons for rejections of credit products.- Organized markup of audio and text data for a team of 5 participants.- Developed a text classifier model based on BERT.Project to analyze the impact of audio features on call conversion.- Conducted diarization and extraction of interpretable features from audio.- Built a model based on XGBoost and interpreted its results using shap values. Other projects and activities:- Conducted the workshop on creating a QA chat assistant based on GPT-3 within Yandex.Scale.- Developed a pipeline for a project for automatic granulometric analysis based on YOLOv5. -
AnalystRostelecom Jul 2019 - Feb 2020Moscow, RussiaAnalyst at the CRM development team.- Created a mechanism for accounting and visualization of project activities for a team of 50 people.- Participated in the development of 3 business processes (Business Requirements, Use Cases, and Integrations). -
Junior AnalystNetcracker Technology Jul 2017 - Nov 2018Moscow, RussiaJunior System Analyst at Netcracker Design&Planning Core team.- Designed the Mobile Core architecture;- Described system requirements;- Built a data transfer model within projects for several international customers.
Aleksandr Volkov Education Details
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Applied Physics And Mathematics
Frequently Asked Questions about Aleksandr Volkov
What company does Aleksandr Volkov work for?
Aleksandr Volkov works for Herculesai
What is Aleksandr Volkov's role at the current company?
Aleksandr Volkov's current role is Lead NLP MLE.
What schools did Aleksandr Volkov attend?
Aleksandr Volkov attended Moscow Institute Of Physics And Technology (State University) (Mipt), Московский Физико-Технический Институт (Государственный Университет) (Мфти).
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