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firmai/industry-machine-learning: A curated list of applied machine learning and ...

原作者: [db:作者] 来自: 网络 收藏 邀请

开源软件名称(OpenSource Name):

firmai/industry-machine-learning

开源软件地址(OpenSource Url):

https://github.com/firmai/industry-machine-learning

开源编程语言(OpenSource Language):

Jupyter Notebook 100.0%

开源软件介绍(OpenSource Introduction):

Machine Learning and Data Science Applications in Industry


Finance Quant Machine Learning


Admin

Have a look at the newly started FirmAI Medium publication where we have experts of AI in business, write about their topics of interest.

Please add your tools and notebooks to this Google Sheet. Or simply add it to this subreddit, r/datascienceproject

Highlight in YELLOW to get your package added, you can also just add it yourself with a pull request.

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. r/datascienceproject is a subreddit where you can share all your data science projects.

Caution: This is a work in progress, please contribute, especially if you are a subject expert in any of the industries 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 or on linkedin or get in contact on the website FirmAI. 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. Also contact me to add additional industries.


Accommodation & Food Agriculture Banking & Insurance
Biotechnological & Life Sciences Construction & Engineering Education & Research
Emergency & Relief Finance Manufacturing
Government and Public Works Healthcare Media & Publishing
Justice, Law and Regulations Miscellaneous Accounting
Real Estate, Rental & Leasing Utilities Wholesale & Retail

Table of Contents

Industry Applications

ML/DS Career Section for Industry Machine Learning

See data-science-career repo for more.

Platforms:

  1. Triplebyte - Take a quiz. Get offers from multiple top tech companies at once (now have a machine learning track).
  2. Toptal - Developers seeking to gain entry into the Toptal community are put through a battery of personality and technical tests.
  3. Hired - Hired matches employers with qualified candidates through a combination of in-house algorithms and online support.
  4. Kaggle - Scalable Path is a premium talent matching service.

Reviews:

Accommodation & Food

Food

Restaurant

Accommodation

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

Agriculture

Economics

  • Prices - Agricultural price prediction.
  • Prices 2 - Agricultural price prediction.
  • Yield - Agricultural analysis looking at crop yields in Ukraine.
  • Recovery - Strategic land use for agriculture and ecosystem recovery
  • MPR - Mandatory Price Reporting data from the USDA's Agricultural Marketing Service.

Development

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

Biotechnological & Life Sciences

General

  • Programming - Python Programming for Biologists
  • Introduction DL - A Primer on Deep Learning in Genomics
  • Pose - Estimating animal poses using DL.
  • Privacy - Privacy preserving NNs for clinical data sharing.
  • Population Genetics - DL for population genetic inference.
  • Bioinformatics Course - Course materials for Computational Biologyand Bioinformatics
  • Applied Stats - Applied Statistics for High-Throughput Biology
  • Scripts - Python scripts for biologists.
  • Molecular NN - A mini-framework to build and train neural networks for molecular biology.
  • Systems Biology Simulations - Systems biology practical on writing simulators with F# and Z3
  • Cell Movement - LSTM to predict biological cell movement.
  • Deepchem - Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry, Materials Science and Biology

Sequencing

Chemoinformatics and drug discovery

  • Novel Molecules - A convolutional net that can learn features.
  • Automating Chemical Design - Generate new molecules for efficient exploration.
  • GAN drug Discovery - A method that combines generative models with reinforcement learning.
  • RL - generating compounds predicted to be active against a biological target.
  • One-shot learning - Python library that aims to make the use of machine-learning in drug discovery straightforward and convenient.

Genomics

Life-sciences

  • Plants Disease - App that detects diseases in plants using a deep learning model.
  • Leaf Identification - Identification of plants through plant leaves on the basis of their shape, color and texture.
  • Crop Analysis - An imaging library to detect and track future position of ears on maize plants
  • Seedlings - Plant Seedlings Classification from kaggle competition
  • Plant Stress - An ontology containing plant stresses; biotic and abiotic.
  • Animal Hierarchy - Package for calculating animal dominance hierarchies.
  • Animal Identification - Deep learning for animal identification.
  • Species - Big Data analysis of different species of animals
  • Animal Vocalisations - A generative network for animal vocalizations
  • Evolutionary - Evolution Strategies Tool
  • Glaciers - Educational material about glaciers.

Construction & Engineering

Construction

Engineering:

Material Science

Economics

General

Machine Learning

  • EconML - Automated Learning and Intelligence for Causation and Economics.
  • Auctions - Optimal auctions using deep learning.

Computational

Education & Research

Student


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firmai (Derek Snow) · GitHub发布时间:2022-08-18
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