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fardinabbasi authored Aug 2, 2023
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Expand Up @@ -4,4 +4,13 @@ Conducting **one-vs-all** classification on the 'penguins.csv' dataset using bot
## [Decision_Tree](https://github.com/fardinabbasi/Decision_Tree)
Performing a Decision Tree classifier on the 'Diabetes.csv' dataset to distinguish between diabetes and non-diabetes cases.
## [Expectation_Maximization](https://github.com/fardinabbasi/Expectation_Maximization)
Implementation of **EM algorithm**, and performing **GMM estimation** on an image dataset containing images of Manchester United and Chelsea football clubs in order to classify them.
Implementation of **EM algorithm**, and performing **GMM estimation** on an image dataset containing images of Manchester United and Chelsea football clubs to classify them.
## [Linear_Regression](https://github.com/fardinabbasi/Linear_Regression)
Performing regression of several degrees on generated data points affected by white and Poisson noise. Additionally, studying its **MSE loss** and **bias-variance trade-off**.
## [Logistic_Regression](https://github.com/fardinabbasi/Logistic_Regression)
Implementing logistic regression with **L2** Regularization **from scratch** to classify two circular datasets.
## [Neural_Networks](https://github.com/fardinabbasi/Neural_Networks)
### Multi Layer Perceptron
Performing an MLP model on the ECG signals dataset.
### Convolutional Neural Networks
Performing a CNN model on the CIFAR-10 image dataset.

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