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Lev Novitskiy

Machine learning engineer / Data Scientist

Fields of interest: Diffusion, LLMs, Transformers, Graphs


πŸ“Š ML stack

python pytorch pytorch-geometric albumentations huggingface diffusers wandb catbost catbost pandas spark plotly seaborn

πŸ”§ Other skills

bash git

πŸ‘¨β€πŸ’» Work experience

  • DL Researcher at SBER AI (April 2024 - Present day):

  • DL Researcher at AIRI (April 2023 - present day)
    As a result of the research we propose several new models for crystal structure generation and modification code

    • New materials design with VAEs (VAEs)
    • Formation Energy regression with neural networks (GNNs, PointNet, CNNs, Transformers)
    • Crystall structure generation, optimization (Diffusion, Flow Matching, Bridge Matching, Auto-Encoders, CNNs, Transformers, En-Transformers)
  • DL Engeneer at SBER Cyber Security (July 2022 - April 2024):

    • NLP: fraud call analisys
    • Classic ML: fraud detection with gradient boosting
    • Transaction Graph Neural Networks (GCN, GAT, GraphSAGE, Graphormer, GIN)
    • Transaction Graph Neural Network pretraining (self-supervised: ARGA, ARGVA, GAEs, VGAEs, Contrastive Learning)
    • Transaction Graph Neural Network (Temporal GNNs)
    • Transaction sequence scoring (LSTM, GRU, Transformer Encoder)
    • User scoring (Gradient Boosting, Ensembling)
    • Vulnerability detection in assembly with neural networks (Angr, GNNs)
    • Antifraud Voice Bot for preventinng call fraud (BERT, NSP, Pretraining, SFT, GPT, FAISS, HNSW, Retrieval, Whisper, ConFormer)

πŸŽ“ Education

πŸ† Competition Background

πŸŽ‰ Other Achievements

πŸ‘¨β€πŸ« Other activities

🐢 Projects

Languages

πŸ‡·πŸ‡Ί Russian - Native
πŸ‡¬πŸ‡§ English - C1
πŸ‡¨πŸ‡³ Chinese - A2

Hobbies

  • πŸ„β€β™‚οΈ Surfing
  • πŸŠβ€β™‚οΈ Swimming
  • πŸ‚ Snowboarding

Contacts

android android

My blog

android

Lev Novitskiy's Projects

ai-ijc icon ai-ijc

1st place solution to AI IJC Customer Service task

diffusers icon diffusers

πŸ€— Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch and FLAX.

euler-scheduler icon euler-scheduler

My implementation Diffusers-like Scheduler for performing Euler Method on Conditional Flow Matching models

graphormer-pyg icon graphormer-pyg

Microsoft Graphormer (https://arxiv.org/abs/2106.05234) rewritten in Pytorch-Geometric

instructflow icon instructflow

The aim of this repository is to create a Flow-Matching-based model capable of doing text2img, solving inverse problems: jpeg restoration, debluring, denoising, superres, coloring, inpainting, outpainting.

leaders_of_digital_rbc_2022 icon leaders_of_digital_rbc_2022

ΠœΠΎΡ‘ Ρ€Π΅ΡˆΠ΅Π½ΠΈΠ΅ сорСвнования "Π¦ΠΈΡ„Ρ€ΠΎΠ²ΠΎΠΉ ΠΏΡ€ΠΎΡ€Ρ‹Π²" кСйс Π Π‘Πš

retnet icon retnet

An implementation of "Retentive Network: A Successor to Transformer for Large Language Models"

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