arseny5 / google-research-saycan

Google Research

Hello, I'm Arseny Ivanov!

AI Researcher at Sber / BSc student at NUST MISIS

Fields of interest: Transformers, NLP/LLM, RL, Embodied AI, RecSys

My telegram channel: AI - Arseny Ivanov

My curriculum vitae: CV

📊 ML stack

👔 Work experience

• Sberbank, Sber Robotics Lab / NLP Multimodal Researcher (Feb 2024 - Present)
  • Developed a FeedBack Module for evaluating of the execution of actions in the environment (Video-Text Retrieval - SFT CLIP, ViClip, VideoLlava, VideoMamba).
• Sberbank, Sber AmazMe / Research Data Scientist / Recommender Systems (Jun 2022 - Feb 2024):
  • Active participation in deploying algorithms into production operation
  • Conducting and analyzing A/B tests
  • Reading papers from RecSys conferences, participating in the internal reading club
  • Managed to significantly improve the recommendations: preprocessing and filtering of data, optimization of model training
• Sberbank, Sber AI / Research Assistant (Jan 2022 - Nov 2022)
  • Conducted an analysis of advanced scientific papers on the problem of predicting travel time
  • Developed graph algorithms for travel time estimation, improved predictions quality by 11%
  • Published research paper TTE on GNN for the JBD ”Journal of Big Data”
• Sberbank, Sber Devices / Data Science Intern (Oct 2021 - Jan 2022)
  • Research in the field of neuromorphic artificial intelligence and cognitive systems of the brain
  • Developed a binary classifier of Covid19 diseases in humans based on data from an electromagnetic cap with sensors

🎉 Funding

• Support program of commercially oriented researches ”UMNIK” (NUST MISIS / Sber Robotics Lab)
  • Learning LLM models for the tasks of robotic manipulation 2022-2023 | Video | Poster | (6500$ award)

📜 Publications

• GCT-TTE: Graph Convolutional Transformer for Travel Time Estimation 2023

🎓 Education

• NUST MISIS Applied Maths B.S (Since 2020)
• Deep Learning School (2020 - 2021)
• Summer with AIRI 2023 (2023) | Project | Habr Paper
• Sumsung Research Stepik ML Course (2018 - 2020) Diploma
• Stepik Functional Analysis (2018 - 2020) Diploma
• Sports programming ACM MISIS (2020 - 2021)
• Basic administration ОС Linux Special Edition (2022) Diploma

🏆 Competition and Hackathons Background

• 🥇 Цифровой прорыв: сезон ИИ "Video Recommendation System for RuTube" 2023 | Solution | Diploma | (5000$ award)
• 🥇 Agora Hackathon "Service for marketplace using AI" 2022 | Solution | Diploma | (2500$ award)
• 🥇 Rosatom City Hackathon "Analytics for business using graphs" 2021 | Diploma | (2000$ award)
• 🥇 «Энергия прорыва» Hackathon "Predictive system for gas distribution system" 2021 | Diploma | (3000$ award)
• 🥇 Whoosh Mobility Hackathon "TTE and route search service using GNN" 2021 | Solution | Diploma | (2500$ award)
• 🥈 Avanpost Hackathon "Transfer learning for ResNet50" 2022 | Solution | Diploma | (1000$ award)
• 🥈 Leaders of Digital Transformation «ЛЦТ» "TTE and route prediction" 2023 | Solution | Diploma | (6000$ award)
• 4/40 X-MAS Hackathon "Named-entity recognition (NER) with documents" 2022 | Solution
• 5/30 Sber Zvuk Hackathon "Debuting popular personalities on video" 2021 | Diploma
• 7/45 Lenta Hack The Cart "Recommendation System for marketplace Lenta" 2021 | Diploma
• 5/30 AgroCode Hackathon "Building an optimized driving route" 2021 | Diploma
• 78/501 MTS ML Cup | Solution | Diploma
• 1/4 final ICPC: The 2020 Moscow Regional Contest | Diploma

🔥 Other projects

Creator of Data Science Community - AI Knowledge Club

• Аuthor and lecturer of the course on Introduction in ML 2022
  • 🧑‍🏫 🎥 Random forest, Ensembles, Bagging, Boosting
  • 🧑‍🏫 🎥 Introduction to Deep Learning
• Аuthor and lecturer of the course on Introduction in ML 2023
  • 🧑‍🏫 🎥 Clustering and dimensionality reduction algorithms
• Host at Research Papers Club

🎉 Other Achievements

• Astra Linux Scholarship holder (2023 - 2024)
• VK Education Scholarship holder (2023 - 2024)

Languages

🇷🇺 Russian - Native
🇬🇧 English - B2 (Intermediate-Advanced)
🇨🇵 French - A2 (Elementary)