chris mckelt
Full Stack Dad
.Net developer working across banks, wealth management, insurance, transport, media, lenders, startups, myself
Currently an Engineering Manager @ Bankwest.
Disclaimer
Not a data scientist - just an enthusiast
www.mckelt.com
Machine learning gives computers the ability to learn without being explicitly programmed (Arthur Samuel, 1959).
OS machine learning framework for .Net developers
Originally developed by MSFT Research
Used in Windows, Bing, PowerPoint, Excel & more
Current preview release is 0.4 (not officially released yet)
Initial release --> 7th May 2018
Leverage C#/F# capability
Output is .zip file --> easy deployments
C#/F# samples range from basic to end to end apps
eShopDashboardML is a web app with Product Sales Forecast predictions using
Their experiments show faster& more accurate than xgboost
From Microsoft Distributed Machine Learning Toolkit
https://github.com/Microsoft/CNTK
https://www.tensorflow.org
so....
Create a ‘Learning Pipeline’ to iterate over the model build process
Training
Banking | Entertainment | Food & Drinks |
Groceries | Health & Beauty | Income |
Insurance | Kids | Transport |
Holiday | Miscellaneous | Work |
Naive Bayes
Stochastic Dual Coordinate Ascent
Fast GBM --> WINNER
By chris mckelt
An overview of ML.net