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aikho/README.md

Hello! I'm Andrei 👋

Machine Learning and AI leader with primary expertise in Natural Language Processing (NLP) and Information Retrieval (IR) driving business value through leveraging ML, GenAI and agents. Leading a high-impact team delivering semantic search, GenAI, NLP, RAG and document understanding systems across 4+ products used by 900K+ professionals at 7.5K+ companies in aerospace, energy, AEC and other industries.

My articles about Information Retrieval:

Open Projects:

  • Retrivex -- RETRIeval EXplainability Library. Explainability for retrieval models, vector search, embeddings similarity, siamese encoders, dense retrieval.
  • Awesome-feature-engineering -- A structured list of resources dedicated to feature engineering techniques for machine learning.
  • BDM Tool -- Simple lightweight dataset versioning utility based purely on the file system and symbolic links.

Scientific paper on IR: Quality and cost trade-offs in passage re-ranking task (TREC 2021)

You can find me on:

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  1. retrivex retrivex Public

    Explainability toolkit for retrieval models. Explain prediction of vector search models (embeddings similarity models, siamese encoders, bi-encoders, dense retrieval models). Debug your vector sear…

    Jupyter Notebook 11

  2. awesome-feature-engineering awesome-feature-engineering Public

    A curated list of resources dedicated to Feature Engineering Techniques for Machine Learning

    596 190

  3. bdm-tool bdm-tool Public

    Simple lightweight dataset versioning utility based purely on the file system and symbolic links.

    Python 1