Skip to content
View MALINAYAGODA's full-sized avatar

Block or report MALINAYAGODA

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don't include any personal information such as legal names or email addresses. Markdown supported. This note will be visible to only you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
MALINAYAGODA/README.md

Hi, I'm Danila 👋

NLP developer / Research / Data Scientist Specialist with 3 years of experience, I can train bert-like, LLM models and work with multi-agent systems and RAG. I have participated in 25+ hackathons, like to travel the World and solve uncommon problems quickly and efficiently. In my free time I am engaged in mentoring and manager of AI Knowledge club in 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