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MALINAYAGODA/README.md

Hi, I'm Danila 👋

NLP developer / Research / Data Scientist

Senior ML/LLM Engineer with 4+ years of industry experience. I build end-to-end AI products (LLM/RAG) from scoping to production inference and metrics. I have led technical interviews, mentor junior engineers, and implemented clean-code standards, code reviews and pair programming. Kaggle Competitions Expert, participant in 35+ hackathons with 10 wins. I speak at meetups and conferences and lead the AI Knowledge Club at NUST MISIS.

📫 How to reach me: danilamalinin1@gmail.com

👨‍🎓Additional Education

🏆Projects & Hacks

  • Hackathon Nornickel [2024] (2/40 🥈) - We provided an architectural solution for searching through Word and PDF files. We used ColPali, the Qdrant database, YOLOv10 to detect text, images, and Qwen with Vikhr-Nemo to answer the question.
  • Alfa hack [2024] (5/50) - Implemented Auto ML on alfa bank data with the best quality on 15 datasets.
  • Tatneft Hackathon [2024] (3/40 🥉) - Created an analog of Perplexity based on own parser and architecture. Provided a fast SOTA RAG system on TATNEFT documents.
  • X5 Tech Hack [2024] (5/30) - Pipeline implementation based on DeBERT, NER and llama-3 to solve the problem of hallucination classification in LLM. F1 score = 0.95.
  • Tender-hack [2024] (finalist) [NLP] - the case is "Creating a functional for generating names and characteristics STE in a universal form", where we preprocessed data by nltk, implemented vector database FAISS with embeddings of sentense transformer LaBSE (to work with russian tokens), WildBerries parser, word validation based on n-gramms, t9, pyspellchecker
  • Gagarin.Hack [2024] (4/30) - Predicting the sentimentality of news (based on company) by NER and rubert-tiny
  • Purple Hack [2024] (3/40 🥉) - 3rd place in the competition from MIPT and sber in the case "Forecasting the outflow of FL payroll clients", where we worked with features and data analytics [ML]
  • Talent Match [2024] (2/56 🥈) - 2 place of competition from the company "SENSE Group" supported MSU, with the task of "Сomparison of resumes and vacancies" [NLP]
  • AI Energy [2023] (3/25 🥉)- 3 place of international competition with the task of "Disc-type glass insulators absence detection"
  • Yandex_cup [2023] (20/236) - Хакатон от Yandex, трек: распознавание жанра музки по эмбедингам (разного входного размера). Задача: MultiLabel Classification
  • IVision_hack [2021] (1/30) - Хакатон от Кванториума г. Петрозаводск, где я решил задачу BinaryClassification для компании "Ситилинк" и сделал полноценную модель для распознования оттока клиентов (0 - уйдет, 1 - останется)
  • Yandex_alice_hackathon [2021] (30 место) - Навык для голосового ассистента Алиса, написан на языке Python как проект для конкурса "Премия Алисы". Аналог игры Манчкин, только с ограничым, но с таким же интересным арсеналом🔥
  • Search_for_superheroes [2021] - Поисковая система, реализованная, как интерфейс настоящей Яндекс строки. Выдача ссылок на странички с описанием супер геровев по запросу, который проходит оработку и tf-idf предсказание по косинусовой близости (Проект Тинькофф поколения)
  • Yandex_Race [2021] - Полноценная игра на фреймворке PyGame, где необходимо зарабатывать деньги, принимать заказы и весело разъезжать по карте, покупая новые машины; (Проект Яндекс Лицея)

Social experience:

🛠 Technical Stack

  • Programming: Python, C++
  • ML: Scikit_learn, Xgboost/Catboost
  • Data Workflow: Pandas, SQL, Numpy, PySpark
  • Deep Learning: PyTorch, OpenCV
  • Deployment: Git
  • Extra: PyGame, PyQt5

Key points

  • Kaggle Expert striving to achieve Kaggle Grandmaster
  • Manager of the AI knowledge club in MISIS.
  • Creator and author of Swagman_trip telegram channel. Subscribe to recieve messages about my open-source activities.
  • Currently studing in MISIS. Bachelor of Science. Applied mathematics.
  • Do sports, in free time play volleyball.

🌍Languages

  • English: Intermediate (B2)
  • Russian: Native
  • French: Elementary (A1)

Pinned Loading

  1. Search_for_superheroes Search_for_superheroes Public

    Jupyter Notebook 2

  2. Yandex-Race Yandex-Race Public

    Forked from Vovik48rus/Yandex-Race

    general project

    Python 1

  3. Yandex-Alice-Hackathon Yandex-Alice-Hackathon Public

    Forked from Vovik48rus/Yandex-Alice-Hackathon

    General project

    Python 1