/industry-machine-learning

A curated list of applied machine learning and data science notebooks and libraries accross different industries.

Machine Learning and Data Science Applications in Industry

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A curated list of applied machine learning and data science notebooks and libraries accross different industries. The code in this repository is in Python (primarily using jupyter notebooks) unless otherwise stated. The catalogue is inspired by awesome-machine-learning.

Caution: This is a work in progress, please contribute, especially if you are a subject expert in any of the industries as listed below. If you are a [analytical, computational, statistical, quantitive] researcher/analyst in field X or a field X [machine learning engineer, data scientist, modeler, programmer] then your contribution will be greatly appreciated.

If you want to contribute to this list (please do), send me a pull request or contact me @dereknow. Also, a listed repository should be deprecated if:

  • Repository's owner explicitly say that "this library is not maintained".
  • Not committed for long time (2~3 years).

Help Needed: If there is any contributors out there willing to help first populate and then maintain a Python analytics section in any one of the following sub/industries, please get in contact with me.


Accommodation & Food Agriculture & Forestry Banking & Insurance
Biotechnological & Life Sciences Construction & Engineering Education & Research
Emergency & Police Entertainment, Recreation & Arts Goods & Manufacturing
Government and Public Works Healthcare and Social Assitance Media & Publishing
Mining, Oil & Gas Extraction Miscellaneous Professional & Technical Services
Real Estate, Rental & Leasing Technology Telecommunications
Transportation & Warehousing Utilities Wholesale & Retail
Justice, Law and Regulations Accounting & Auditing

Table of Contents

Industry Applications

Accounting

Machine Learning

Analytics

  • Forensic Accounting - Collection of case studies on forensic accounting using data analysis. On the lookout for more data to practise forensic accounting, please get in touch
  • General Ledger (FirmAI) - Data processing over a general ledger as exported through an accounting system.
  • Bullet Graph (FirmAI) - Bullet graph visualisation helpful for tracking sales, commission and other performance.
  • Aged Debtors (FirmAI) - Example analysis to invetigate aged debtors.
  • Automated FS XBRL - XML Language, however, possibly port analysis into Python.

Textual Analysis

Data, Parsing and APIs

Research And Articles

  • Understanding Accounting Analytics - An article that tackles the importance of accounting analytics.
  • VLFeat - VLFeat is an open and portable library of computer vision algorithms, which has Matlab toolbox.

Websites

  • Rutgers Raw - Good digital accounting research from Rutgers.

Courses

Banking & Insurance

Consumer Finance

Management and Operation

Valuation

  • Zillow Prediction - Zillow valuation prediction as performed on Kaggle.
  • Real Estate - Predicting real estate prices from the urban environment.
  • Used Car - Used vehicle price prediction.

Fraud

Insurance and Risk

Physical

Data

Justics, Law & Regulations

Tools

Policy and Regulatory

Judicial Applied

Government and Public Works

Social Policies

  • Triage - General Purpose Risk Modeling and Prediction Toolkit for Policy and Social Good Problems.
  • World Bank Poverty I - A comparative assessment of machine learning classification algorithms applied to poverty prediction.
  • World Bank Poverty II - Repository for the World Bank Pover-t Test Competition Solution Overseas Company Land Ownership .
  • Overseas Company Land Ownership - Identifying foreign ownership in the UK.
  • CFPB - Consumer Finances Protection Bureau complaints analysis.
  • Cannabis Legalisation Effect - Effects of cannabis legalization on crime.

Election Analysis

Disaster Management

Urban Planning

  • Traffic Prediction - Multi attention recurrent neural networks for time-series (city traffic)
  • Predict Crashes - Crash prediction modeling application that leverages multiple data sources.
  • Predict Household Poverty - Predict the poverty of households in Costa Rica using automated feature engineering.

Utilities