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firmai/README.md

Hi there 👋

I'm Derek, a software developer and machine learning researcher in management sciences and finance, currently working on:

  • Synthetic data generation, agent-based simulators, forecasting, and asset management using machine learning; with
  • Quantitative funds, multinational investment banks, financial market authorities, the office of national statistics, and other british government departments.

 
Spotify

Since joining Github, I pushed 2057 commits, opened 125 issues, received 13804 stars across 56 personal projects and contributed to 37 public repositories.

Packages

Everything listed here is available under Unlicense

My research has been used by HSBC, Point72's Cubist Systematic, G-Research, and smaller proprietory funds (see SSRN).

  • DeltaPy (7,409 Downloads) — First tabular data augmentation package in Python (market data) [code][report]
  • PandaPy (14,163 Downloads) — Pandas alternative that mimics ‘Structs’ in the C Language (market data) [code][report]
  • AtsPy (27,147 Downloads) — First automated time series package in Python (alternative data) [code][report]
  • DataGene (2,246 Downloads) — First package assessing dataset similarity (market data) [code][report]
  • MLAM (7,409 Downloads) — First repository for machine learning in asset management (market data) [code][report]

Other packages under this license include MTSS-GAN [code][report], the first multivariate conditional time series generator, FairPut [code][report], a FAIR package using LightGBM, and PandasVault [code], an advanced Pandas repository.

E-Mail Repos Badge firmai

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Pinned

  1. A curated list of applied machine learning and data science notebooks and libraries across different industries (by @firmai)

    Jupyter Notebook 6k 959

  2. A curated list of practical business machine learning (BML) and business data science (BDS) applications for Accounting, Customer, Employee, Legal, Management and Operations (by @firmai)

    Jupyter Notebook 594 192

  3. A curated list of practical financial machine learning tools and applications.

    Python 2k 625

  4. Python solutions to solve practical business problems.

    Jupyter Notebook 244 99

  5. Time-series Generative Adversarial Networks (fork from the ML-AIM research group on bitbucket))

    Python 58 24

  6. Scrapers from a project in 2018. Yelp, Spyfu, Similarweb, Morningstar, Linkedin, Instagram, Inside, Glassdoor, Facebook, Eat24, Doordash, Angellist.

    Python 56 22

359 contributions in the last year

Aug Sep Oct Nov Dec Jan Feb Mar Apr May Jun Jul Aug Mon Wed Fri

Contribution activity

August 2021

Created 1 commit in 1 repository
Created 1 repository
Opened 1 issue in 1 repository
firmai/video 1 open

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