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Hi, I'm Anastasiia! 🌱

⚡️ Skills

  • Python
  • Machine Learning
  • Deep Learning (PyTorch, TensorFlow)
  • Computer Vision (Super Resolution, GANs, Image Processing)
  • Federated Learning
  • Statistics
  • Web Scraping (BeautifulSoup, Requests)
  • Backend development: FastAPI
  • SQL
  • Tableau, Excel, LaTeX

Links

linkedin

Education

🌿 BSc (Applied Mathematics, 2016) - Moscow Institute of Physics and Technology (MIPT), Russia

🌳 MSc (Data Science, 2021) - National School of Computer Science and Applied Mathematics of Grenoble (ENSIMAG/UGA), France

Experience

🌖 Data Science Researcher (Feb 2021 - Aug 2021), France

Where: LIG - Grenoble Informatics Laboratory

  • Designed a framework to train ML models across multiple devices where data is continuously updated (Federated Learning, Continual Learning)
  • Developed a distillation-based algorithm for Human Activity Recognition classification task in Federated Learning scenario (Server acc.: 71% → 80%, forgetting: 1.0 → 0.2)

🌗 Data Science Researcher (Sep 2019 - Aug 2020), Russia

Where: Research Institute "AEROCOSMOS"

  • Data collection, image processing, investigating Computer Vision techniques (Super Resolution)
  • Designed a DL model to increase the resolution of satellite images with the use of Generative Adversarial Networks (PSNR: 25.09 → 26.84, SSIM: 0.74 → 0.81)

usmanovaa's Projects

flight-price-prediction icon flight-price-prediction

Exploratory Data Analysis (EDA), Random Forest, Hyperparameter Tuning, deployment of the model with Flask

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