Experience

Tech Lead

Was reponsible for planning and coordination of development of various AI components, in addition to some experimental research in the area of large language models (LLMs) with their own memory. Also trained the models, evaluated their capabilities and worked on their integration with other services through APIs.

Lead Rust developer

Developed Rust backend using Actix, for a system which stores and controls access to personal data. Spent some time working on integration with "smart" devices via MQTT protocol. Also was reponsible for automated testing and auto-generated documentation for the APIs.

Software Developer

When you're a software developer, you get paid for what you're good at right now. This creates a vicious cycle when you get more and more specialized knowledge which makes your employer happy but makes it more and more difficult for you to turn to anything new.

This is why in 2017 I left my last cushy job and decided to spend some time expanding my skills in new directions that interested me.

Mealmind has become a polygon for my work to catch up with new IT technologies in multiple areas, including:

• I improved my Rust, which I used for data processing (tokio, SeaORM), and for backend and frontend as well. Eventually replaced many parts written in JavaScript and Python with Yew and Actix.

• Did a lot of Deep Learning (neural networks) in general. Had a chance to work with multiple neural network architectures:

  • Various LSTMs,
  • CNNs, like WaveNet (in application to time series), Variational Autoencoders for image processing
  • Transformers for Natural Language Processing, like GPT, BERT, and their derivatives, including long-attention varieties like Reformer and Nyströmformer.
  • Deeply dived in Reinforcement Learning and self-supervised learning.

  In the process I had to do a lot of hyperparameter tuning, regularization and optimization, learn how to structure such ML projects and use pre-training to save on training efforts.

• Got used to reading, dissecting and reproducing complex research papers (like in the field of Reinforcement Learning and NLP, optimisation theory).

• Learned GPU-accelerated computing with OpenCL, including writing custom ML kernels.

• Got experience in deployment with containers, their management and orchestration, using Docker, Kubernetes and Ansible.

• Although not new to monitoring, this time I had to build it myself, using Eclipse Mosquitto, Grafana and Telegraf.

Sadly, due to the... let's say, global political and market changes, I had to abandon the project. Still, I'm grateful for the broad experience it gave to me.

Senior Software Developer

IPONWEB specialises in programmatic and real-time advertising technology and infrastructure. One of its divisions, BidSwitch was created to help solve many of the underlying technical challenges and inefficiencies that hamper platform interconnectivity and trading at the infrastructure level.

Originally I started as a web frontend and backend developer using Python, Django, and Angular.

During my time there, I helped to start several internal projects that later grew into new products or parts of them: most notably BidSwitch UI, internal financial reporting, ad traffic forecasting, automatic creative approval, some APIs for clients.

Last years in the company I spent primarily focused on high-load backend projects, related to processing and analyzing large amounts of data and communicating with other services. During this time I used C++ and Python, had extensive experience with PostgreSQL and non-relational clusters of Cassandra and MongoDB, as well as many critical parts of modern IT infrastructure, including automatic monitoring, testing, real-time error reporting, continuous integration and delivery.

Senior Software Developer (as a freelancer)

Designed and implemented a whole online market of actors playing the role of Santa (Ded Moroz in Russia) and providing adjacent services. Integrated the project with online payment system QIWI. Technologies: Python, Django, JavaScript, HTML, CSS, PostgreSQL.

Senior Software Developer (as a freelancer)

Smart Links is an marketing and advertising company. There I was responsible for

1. Design and implementation of high-performance distributed morphology system for Russian and Ukrainian languages. Due to flexibility of these languages, naive word matching and search becomes impossible. Morphological system relies on a complex tree of language rules and dictionaries to convert words to their infinitive forms in real time.
2. Design and implementation of a distributed HTML content analyzer for advertisement system, along with Python bindings for some parts of it.

The system was written in C and relied on ZeroMQ to provide connectivity. It was capable of processing hundreds of documents (HTML pages) per second in Russian or Ukrainian languages on a typical home PC, normalizing texts and identifying key parts that could be targeted with ads.

Software Developer Co-founder

Was responsible for the development of both the backend and the frontend parts of the portal, and then for its maintenance & support.

Integrated portal's database with multiple real estate agencies by providing tools for regular updates of information through regular spreadsheets.

Technologies: Python, Django, PostgreSQL.

Lead Software Developer

Backend Web developer. Technologies: Python, Django, PostgreSQL, Linux, Mercurial.

Senior Software Developer

Originally came as a backend web developer, later transitioning to PHP and Java. Created a CMS system and a forum engine used by the company as a base for multiple websites for businesses and government organizations. Notably, created backend for the main (MuzTV)[https://muz-tv.ru] site and forum.

Main technologies used: Perl, PHP, .NET, Java and MySQL with PostgreSQL. OS: Linux (mostly) / Windows