Machine-Learning-Projects

Repo containing different Machine Learning Projects that I have made.

Note that this repo is dedicated for normal Machine Learning Projects and not deep learning projects, for Deep Learning Projects, please find:

• Image-Classification-Projects For Computer Vision and Image classification projects
• Natural-language-processing-Projects For Natural language processing (NLP) projects
• Time-Series-Projects For All Time-Series-related projects.

Heart Disease Detection

Machine learning classification model to determine whether a patient has heart disease or not, based on their health parameters and heart measurements.

Type: Classification

Dataset Source: UCI

Model Score:

• Cross_validation_accuracy score on previously unseen data of 0.845%.
• Cross_validation_percision score on previously unseen data of 0.820%.
• Cross_validation_f1 score on previously unseen data of 0.867%.

Notebook Link

BullDozer Price Predection

Build a regression model using machine learning that is based on the bulldozer's previous sales history to determine how much it is worth.

Type: Time-Series Classification

Dataset Source: Kaggle Competetion

Notebook Link

Disaster Tweets

Given Tweets, the model(s) shall detect emerginces/disasters and predicts which Tweets are about real disasters and which one's aren't.

In this notebook, we are going to bulid:

0. A traditional Machine Learning Model.
1. Simple Deep Learning Model.
2. Deep Learning model using Transfer learning.

Data Source:

• Kaggle competition: Disaster_Tweets

Problem Type:

• Text Classification

Notebook Link