From 9e57dadadeb92b64efea365e7f32436279069d10 Mon Sep 17 00:00:00 2001 From: Fardin Abbasi <82590790+fardinabbasi@users.noreply.github.com> Date: Wed, 2 Aug 2023 19:41:27 +0330 Subject: [PATCH] Update README.md --- README.md | 11 ++++++++++- 1 file changed, 10 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 78ca142..cf8e1bb 100644 --- a/README.md +++ b/README.md @@ -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.