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shitkov/README.md

Shitkov Konstantin

Data scientist in 2GIS
telegram: @kitaiskypanda
mail: kitaiskypanda@gmail.com
articles: habr.com/ru/users/kitaisky/

Skills

ML NLP CV RecSys/Search Tools
Pytorch BERT, GTP, T5 OpenCV Catboost, ALS, EASE, DSSM, SASRec Linux, git, docker, k8s
Transformers pymystem, pymorphy YOLO, VGG FAISS, HNSW, QDRANT Hadoop, PySpark, Airflow, MLflow
Classic ML nltk, gensim, natasha ResNet, U-Net Content embeddings SQL, ElasticSearch, Clickhouse

Expertise

  • RecSys/Search:
    • Content embeddings
    • Ranking
    • A/B
  • NLP:
    • Classification
    • Clusterization
    • Summarization
    • Keywords extraction
    • Tagging
    • Text segmentation
    • Sentiment analysis
    • Named entity recognition
    • Relation extraction
    • ChatBot
    • Text generation
    • Knowledge distillation
  • CV:
    • Detection
    • Tracking
    • Classification
    • Movement analysis
    • OCR
    • XTR
    • CRNN
    • Classic computer vision

Pinned Loading

  1. bert4classification bert4classification Public

    Finetuning BERT for classification task

    Jupyter Notebook 55 7

  2. cluster_analysis cluster_analysis Public

    cluster analysis for texts

    Jupyter Notebook 4 2

  3. redactor redactor Public

    service for automatic editing of chat bot replics

    Python