Objectives
1. to train machine learning models that can accurately predict whether a person may have a heart disease or not, leveraging the information provided in the Cardiovascular Disease dataset. 2. To Evaluate the performance
Socio-Economic Benefit
By developing reliable predictive models, healthcare professionals can enhance their ability to identify individuals at risk, implement targeted interventions, and ultimately improve cardiovascular health outcomes. The application of machine learning techniques to this dataset holds the potential to unlock valuable insights and contribute to the ongoing efforts to combat the global burden of cardiovascular diseases.
Methodologies
Data Exploration and Visualization Data Preprocessing and Normalisation Machine Learning Models: CatBoostClassifier LogisticRegression RidgeClassifier RandomForestClassifier GradientBoostingClassifier GaussianNB DecisionTreeClassifier XGBClassifier SVC deep learning: simple neural network deeper neural network deeper neural network with more layers Long Short-Term Memory (LSTM) Network Convolutional Neural Network (CNN) evaluation
Outcome
the Heart Failure Classification Project has demonstrated the potential of machine learning and deep learning techniques in predicting the presence of cardiovascular disease. Random-forest and the CNN model have emerged as the top performers.showcasing their effectiveness in this domain. By building upon these insights and exploring further avenues for improvement, the project holds the promise of contributing to the ongoing efforts to combat the global burden of cardiovascular diseases through early prognosis and targeted interventions.
Project Team Members
Registration# | Name |
---|---|
cu-1121-2020 cu-1119-2020 cu-1167-2020 | anees ur rahman junaid ali inayatullah |
PROJECT GALLERY
Relevant News & Blogs
![Blog](https://cdc-admin.cecos.edu.pk/images/news/3_admin_news.jpg)
10 Tips for Improving Your Public Speaking Skills
Few are immune to the fear of public speaking. Marjorie North offers 10 tips for speakers to...
More![Blog](https://cdc-admin.cecos.edu.pk/images/news/12_admin_news.png)
Are you an extrovert? These 6 career paths might bring out the best in you
Before committing to a specific career path, it’s important to ensure that it aligns well...
More![Blog](https://cdc-admin.cecos.edu.pk/images/news/4_admin_news.jpg)
Communication Technology and Inclusion Will Shape the Future of Remote Work
Remote work was rare a decade ago. Working from home was usually available only as a special...
More![Blog](https://cdc-admin.cecos.edu.pk/images/news/8_admin_news.png)
After Bill Gates, CEO Of Nokia To Also Visit Pakistan With Investment Potential
Caretaker Federal Minister for IT and Telecommunications, Dr. Umar Saif, has disclosed an...
More![Blog](https://cdc-admin.cecos.edu.pk/images/news/10_admin_news.jpeg)
6 ways to boost your confidence in the workplace
Everyone is aware of the importance of competence for success at the workplace, in...
More![Blog](https://cdc-admin.cecos.edu.pk/images/news/9_admin_news.jpg)
What Is The Link Between The Supply Of Money & Inflation?
When there is an increased supply of money in the economy, people tend to spend that money more,...
More