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Natural Language Analytics; Financial Data Science and Other Musings

  • šŸ‘‹ Hi, Iā€™m Michael, an investment professional in private equity and structured credit with a quantitative angle and interest in the application of data science / ML directly in the investment process
  • šŸ‘€ Building on my background in Mathematics @ Oxford Uni, Iā€™m currently interested in NLP, deep learning, transformer architecture and applications in summarisation, translation and other natural language analytical tools
  • šŸŒ± Iā€™m building a natural language analytical platform with extraction tools leveraging grammatical structure as well as attention-based supervised learning in abstractive summarisation and information gathering

See my Medium account for more data science-related musings: https://medium.com/@michaelmml

Michael Liu's Projects

financial-data-science icon financial-data-science

Analysing financial information with NLP; Black-Scholes, Monte Carlo simulations and other statistics in portfolio construction, trading and back-testing; ML on loan data and defaults

foundational-concepts icon foundational-concepts

Mathematical and programming concepts; gradient step in linear regression; exploratory data analysis; implementation of ML models and hyperparameter tuning

mathematical-demo icon mathematical-demo

Demonstrations of quantum mechanics and orbitals of electrons in an atom; gravitational potential of multi-body scenarios.

nlp-information-extraction icon nlp-information-extraction

Automated PDF and text processing with Spacy and NLTK; information extraction from text based on grammatical structure; deployed on extracted raw search data

oil-well-productivity-sd icon oil-well-productivity-sd

Statistical simulation and analysis of oil & gas productivity from South Dakota well-by-well production time series

oop-aviation-aircraft icon oop-aviation-aircraft

Object-oriented programming in aviation; graphs and network optimisation for routes and aircraft utilisation / maintenance forecasting

summarisation-with-transformers icon summarisation-with-transformers

Abstractive summarisation on financial news articles with Chinese-English translation via multi-headed attention transformer architecture

word-generation-with-attention icon word-generation-with-attention

Word / sentence generation with trainable RNN and encoder-decoders; applications in image caption generation and classification tasks

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