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eerterr/README.md

Daria Evdokimova

Machine Learning Engineer | NLP, LLM & Information Retrieval

Machine Learning Engineer with 9+ months of commercial development experience, focused on NLP, LLMs, Information Retrieval and applied AI.

I build AI solutions end-to-end — from model selection and data processing to RAG pipelines, retrieval, evaluation and integration into applications.


Education

Innopolis University (2024 – Present)
B.Sc. in Computer Science Engineering

Additional Education:

  • Yandex Lyceum — Machine Learning Specialization
  • Yandex Handbooks — Python, Machine Learning
  • Deep Learning for Search — Innopolis University
  • Telkom University Exchange Program — Indonesia
  • Yandex Studcamp — Computer Vision and Science

Experience

Commercial AI/ML Development

  • BOS — Business Operating System powered by LLM
    RAG pipeline, vector search, LLM, OpenAI API, FAISS, Prompt Engineering

  • Namaz.app — Telegram AI Support Assistant
    RAG, LangChain, Qdrant, Vosk, OpenAI API, Telegram Bot API

  • BuhAI — Intelligent OCR for Document Digitization
    PyTorch, OCR, OpenCV, Fine-tuning

Also participated in AI projects through hackathons and team-based projects.


ML / AI Projects

  • Classical Information Retrieval Evaluation on BEIR
    BM25, TF-IDF, RRF, inverted index, nDCG, MAP, MRR

  • Dense Retrieval Evaluation for Large-Scale Search
    Sentence Transformers, Dense Retrieval, RAG, FAISS, MultiQuery, HyDE, RAG-Fusion

  • Reflectra — Multimodal Image-to-Music Retrieval System
    PyTorch, CLIP, CLAP, Qdrant, Vector Search

  • Image Approximation using Evolutionary Algorithms
    C++, Genetic Algorithms, SSIM, Image Processing


ML / AI Skills

NLP & LLM:
RAG | Prompt Engineering | Hugging Face Transformers | OpenAI API | LoRA | Tokenization | Sentence Transformers

Information Retrieval:
BM25 | TF-IDF | Dense Retrieval | FAISS | Qdrant | Cross-Encoder | SBERT | ColBERT | Learning to Rank | MultiQuery | HyDE | RAG-Fusion

Machine Learning:
PyTorch | scikit-learn | NumPy | Pandas | Feature Engineering | Model Training | Fine-tuning | Hyperparameter Tuning

Computer Vision & Speech:
OCR | OpenCV | Image Preprocessing | Image Post-processing | Whisper | Vosk | Speech-to-Text

Model Evaluation:
Accuracy | Precision | Recall | F1-score | ROC-AUC | MAP | MRR | nDCG | Recall@K


Software Engineering

Programming Languages:
Python | C | C++ | Java | Kotlin

Backend & Development:
SQL | REST API | Docker | Git | OOP | Design Patterns

Databases:
PostgreSQL | SQLite | Qdrant | ChromaDB

Operating Systems:
Linux | Bash | Shell Scripting

Development Practices:
Agile | Scrum | Waterfall


Achievements

  • Prize Winner of the International Physics Olympiad (OPMO) 2023–2024
  • Hackathon participant:
    • TECHARENA KAZAN CHALLENGE 2025
    • ALFA-BUDUSHCHEE
    • TVOY KHOD

Personal Qualities

  • Adaptability
  • Fast learner
  • Responsibility
  • Critical thinking
  • Self-management
  • Ability to quickly learn and work with new technologies and domains

Languages

English: B2


Contacts

📬 eudokimovaaa@gmail.com
💬 Telegram
💻 GitHub

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