https://github.com/mxagar/advanced_ml_techniques
This repository collects material, guides and links related to intermediate-advanced techniques used in professional machine learning.
https://github.com/mxagar/advanced_ml_techniques
feature-engineering feature-selection hyperparameter-optimization imbalanced-data machine-learning
Last synced: 5 months ago
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This repository collects material, guides and links related to intermediate-advanced techniques used in professional machine learning.
- Host: GitHub
- URL: https://github.com/mxagar/advanced_ml_techniques
- Owner: mxagar
- Created: 2023-04-24T09:25:31.000Z (about 3 years ago)
- Default Branch: main
- Last Pushed: 2023-12-27T14:39:37.000Z (over 2 years ago)
- Last Synced: 2025-07-15T22:03:44.004Z (12 months ago)
- Topics: feature-engineering, feature-selection, hyperparameter-optimization, imbalanced-data, machine-learning
- Homepage:
- Size: 3.91 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# Advanced Machine Learning Techniques
This repository collects material, guides and links related to intermediate-advanced techniques used in professional machine learning.
Interesting courses/books and my repositories on them:
|
Course / Book + Link | My Notes | My Personal Rating |
| --- | --- | --- |
[Feature Engineering for Machine Learning, Udemy - Soledad Galli](https://www.udemy.com/course/feature-engineering-for-machine-learning/) | [Github](https://github.com/mxagar/feature-engineering-for-machine-learning) | :star: :star: :star: :star: __
[Hyperparameter Optimization for Machine Learning, Udemy - Soledad Galli](https://www.udemy.com/course/hyperparameter-optimization-for-machine-learning/) | [Github](https://github.com/mxagar/hyperparameter-optimization) | :star: :star: :star: :star: __
[Machine Learning with Imbalanced Data, Udemy - Soledad Galli](https://www.udemy.com/course/machine-learning-with-imbalanced-data/) | [Github](https://github.com/mxagar/machine-learning-imbalanced-data) | :star: :star: :star: :star: __
[Feature Selection for Machine Learning, Udemy - Soledad Galli](https://www.udemy.com/course/feature-selection-for-machine-learning/) | [Github](https://github.com/mxagar/feature-selection-for-machine-learning) | :star: :star: :star: :star: __
[Deployment of Machine Learning Models, Udemy - Soledad Galli](https://www.udemy.com/course/deployment-of-machine-learning-models/) | [Github](https://github.com/mxagar/deploying-machine-learning-models) | :star: :star: :star: :star: __
**Select a topic and go its Github link.**
:construction: *Work is ongoing, so some of my notes may not be finished...*
Mikel Sagardia, 2023.
No guarantees.