Approximating Betweenness-Centrality with Graph Neural Networks:
Approximation of betweenness-centrality metric for graphs using graph neural networks.
Technologies used: Pytorch, Pytorch Lightning, Pytorch Geometric

Predicting Resolution from Satellite Imagery:
New benchmark for predicting resolution given a satellite image using contrastive learning. The collected dataset consists of a sample of several open-source datasets.
Technologies used: Tensorflow 2, Keras

DIIN in Keras - [Arxiv Report]
Within the scope of the ICLR Reproducibility challenge, published a report on reproducibility of a DIIN neural network architecture for natural language inference using Keras.

R-Net in Keras - [Blogpost]:
Keras implementation of the complex neural network called R-net designed by Microsoft Research for question answering. Published a blog post on the implementation details and reproducibility of the R-Net paper

word2morph2vec - [Paper] - University capstone project
Developed an end-to-end pipeline for extracting "linguistically accurate" morphological vectors for given words or sentences. The system is based on FastText and COMBO. Experiments are tested and evaluated on the Russian language.

Worked in a startup team to create and deploy NLP services to production on AWS which included:
• Semantic search service on top of solutions from MS-MARCO competition and ElasticSearch.
• Automatic suggestion service using extractive summarization based on BERT.

Technologies used:
• NLP - TensorFlow, HuggingFace Transformers, ElasticSearch
• Deployment - Flask, AWS, Docker, Kubernetes, GitHub Actions

Worked on internal tool for monitoring the viewability of advertisements (Ad measurement team)

Technologies used:
• Front-end - React.js, Redux, TypeScript - UI of the tool
• Back-end - Hack - DB queries and logic of the tool
• Machine learning - Python FBLearner - Predict ad-viewability score

Worked on an open source project called Magma which aims to give network providers a mobile network core solution

Technologies used:
• Python - Ryu SDN framework, python-fire, Scapy
• C++ - glog, spdlog
• General - gRPC, Protobuf, Open vSwitch, Swagger, Wireshark, Vagrant