Ilya

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3+ Years

Data Analyst, NLP Engineer

ISsoft, Macrocenter


Industry: IT & Software, Finance, Human Resources

Specialization: Anomaly Detection, Natural Language Processing

Minsk, Belarus

$-

Tech Stack: Scikit-learn, XGboost, Catboost, NLTK, Transformers, Torchtext, Fasttext, Gensim, SpaCy, OpenCV, Keras, Tensorflow, Pytorch, Torchvision, Pillow, Eviews, Jdemetra, Prophet, GluontTS, ETNA, Darts

Expert’s cases:

  1. Rewriting Matlab trading simulation on Python

    • Speed up of the Simulation ~1.8 times.

    • Implementation of Matlab behavior during training/evaluation, on Python (Metrics, inputs, outpus, etc.)

  2. UI creation for BI dashboards

    • Data validation

    • Notebook creation for two special structure comparison

  3. Performed Machine Translation from different languages to English

    • Performed Resume Classification by department

    • Implementation of Resume NER

    • Created reports on training, validation; statistics before training

  4. Performed Sentiment Analysis on people’s reviews and matching the results with their rates

    • EDA of existing dataset

    • Performed Data Labeling (We don’t know for sure whether the reviews positive or negative)

    • Сlustering of vector representations of reviews