https://github.com/antononcube/simplifiedmachinelearningworkflows-book
Chapters, code, and organizational files for the book "Simplified Machine Learning Workflows".
https://github.com/antononcube/simplifiedmachinelearningworkflows-book
Last synced: over 1 year ago
JSON representation
Chapters, code, and organizational files for the book "Simplified Machine Learning Workflows".
- Host: GitHub
- URL: https://github.com/antononcube/simplifiedmachinelearningworkflows-book
- Owner: antononcube
- Created: 2019-07-16T19:10:14.000Z (almost 7 years ago)
- Default Branch: master
- Last Pushed: 2025-01-25T03:03:11.000Z (over 1 year ago)
- Last Synced: 2025-02-08T11:13:06.640Z (over 1 year ago)
- Language: HTML
- Size: 73.8 MB
- Stars: 10
- Watchers: 3
- Forks: 4
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# "Simplified Machine Learning Workflows" book
This repository contains chapters, code, and organizational files for the book "Simplified Machine Learning Workflows".
***The book is not finished yet -- it is a work in progress...***
## Mission statement
This book provides introductions, explanations, and demonstrations of different, frequently used Machine Learning (ML) workflows.
The ML workflows discussed are built through monadic programming packages, and those packages should be easy to utilize
after reading this book.
## Programming languages
The programming languages used are
[Wolfram Language (WL)](https://www.wolfram.com/language/)
and
[R](https://www.r-project.org).
All code is available in *both* WL and R.
("Wolfram Language" and "Mathematica" are used as synonyms in this book.)
## Code and related repositories
All of the WL monad packages are published in
[MathematicaForPrediction at GitHub](https://github.com/antononcube/MathematicaForPrediction/tree/master/MonadicProgramming).
All of the R monad packages are published in
[R-packages at GitHub](https://github.com/antononcube/R-packages),
[QRTMon-R](https://github.com/antononcube/QRMon-R), and
[ERTMon-R](https://github.com/antononcube/ERTMon-R).
Most of the chapters are previously published in
[MathematicaForPrediction at GitHub](https://github.com/antononcube/MathematicaForPrediction).
## Videos
- ["Monadic Programming: With Application to Data Analysis, Machine Learning and Language Processing"](https://www.youtube.com/watch?v=_cIFA5GHF58), (2017).
- ["A Conversational Agent for Neural Networks: Construction, Training and Utilization"](https://www.youtube.com/watch?v=9m6K2yISS0U), (2018).
- ["Quantile Regression workflows" at the useR! meetup](https://www.youtube.com/watch?v=FBhmtIF1bJY), (2019).
- ["NLP Template Engine 1"](https://www.youtube.com/watch?v=a6PvmZnvF9I), (2021).
------
## Support & appreciation
[](https://www.buymeacoffee.com/antonov70)
😅 ☕️ 😀
------
Anton Antonov
Windermere, Florida, USA
2019-07-16
2021-10-29