https://github.com/leonardogemin/machinelearning_unipd
Collection of homework from the course "Machine Learning" - University of Padua.
https://github.com/leonardogemin/machinelearning_unipd
jupiter-notebook machine-learning python
Last synced: 3 months ago
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Collection of homework from the course "Machine Learning" - University of Padua.
- Host: GitHub
- URL: https://github.com/leonardogemin/machinelearning_unipd
- Owner: leonardoGemin
- License: mit
- Created: 2022-02-13T10:27:58.000Z (over 3 years ago)
- Default Branch: main
- Last Pushed: 2022-08-03T09:46:10.000Z (almost 3 years ago)
- Last Synced: 2023-08-20T17:29:42.519Z (almost 2 years ago)
- Topics: jupiter-notebook, machine-learning, python
- Language: Jupyter Notebook
- Homepage:
- Size: 24.9 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# Machine Learning
MSc homework experiences at UNIPD.
## Homework 1: Regression and Classification
>### Content:
>- Classification on Wine Dataset
Instruction: [link](/Homework1/ML2021_HW1_instructions.pdf)
External data: [link](https://archive.ics.uci.edu/ml/datasets/wine)
Notebook: [LC_LeonardoGemin_2023860](/Homework1/LC_LeonardoGemin_2023860.ipynb)
## Homework 2: Linear Regression and SVM for Classification
>### Content:
>- SVM vs Logistic Regression on MNIST
Instruction: [link](/Homework2/HW2_and_HW3_Vandin_instructions.pdf)
External data: [link1](http://yann.lecun.com/exdb/mnist/) and [link2](https://www.openml.org/d/554)
Notebook: [SVM_LeonardoGemin_2023860](/Homework2/SVM_LeonardoGemin_2023860.ipynb)
## Homework 3: Neural Networks and Clustering
>### Content:
>- Neural Networks for Classification
>- Clustering with K-means
Instruction: [link](/Homework3/HW2_and_HW3_Vandin_instructions.pdf)
External data: [link1](https://pravarmahajan.github.io/fashion/) and [link2](/Homework3/data/)
Notebook: [NN_LeonardoGemin_2023860](/Homework3/NN_LeonardoGemin_2023860.ipynb)