https://github.com/adamsochorec/applied-machine-learning
https://github.com/adamsochorec/applied-machine-learning
machine-learning numpy pandas python
Last synced: about 2 months ago
JSON representation
- Host: GitHub
- URL: https://github.com/adamsochorec/applied-machine-learning
- Owner: adamsochorec
- Created: 2025-02-25T13:15:39.000Z (over 1 year ago)
- Default Branch: main
- Last Pushed: 2025-02-25T14:15:32.000Z (over 1 year ago)
- Last Synced: 2025-02-25T14:33:51.694Z (over 1 year ago)
- Topics: machine-learning, numpy, pandas, python
- Language: Jupyter Notebook
- Homepage: https://adamsochorec.github.io/applied-machine-learning/
- Size: 9.67 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# Applied Machine Learning (AML)
## Who?
These projects are based on the notes and experiments I conducted during [Petri Valisuö](https://github.com/pevalisuo)'s classes at the [University of Vaasa](https://www.uwasa.fi).
## Why?
The aim of this portfolio is to demonstrate my understanding of machine learning algorithms and their application to real-world problems. It serves as a showcase of my skills, experiments, and problem-solving abilities in the field of machine learning, Python, Numpy and Pandas.
## When?
This portfolio was created during the Winter semester of 2023.
## What?
This portfolio includes various machine learning projects using Python. It covers key topics such as:
- **Introduction to machine learning**
- **Python basics for ML**
- **Data reading, cleaning, and plotting**
- **Preprocessing and feature extraction**
- **Unsupervised machine learning for data exploration**
- **Supervised machine learning**
- **Model evaluation and optimization**
## How?
The projects demonstrate hands-on application of machine learning algorithms to solve real-world problems. The code is implements Python libraries such as Pandas and Numpy integrated in upyter Notebooks for each step in the learning process.
## Deployment commands
```bash
poetry run jupyter-book build myfirstbook
poetry run ghp-import -n -p -f notebooks/_build/html
```
Useful [guide](https://medium.com/@dr.junghoonson/simplest-way-to-publish-your-jupyter-notebooks-on-the-open-web-using-jupyter-book-and-github-pages-eea144031d6f) for pubishing Jupyter Notebooks to GitHub Pages.