Find the best Linux Distro for yourself
Choosing a Linux Distro can be difficult as there is a ton of options to go with. So, I made this little website. It's a Questionnaire based website that uses Machine Learning to predict the Linux Distro that will best suit you, based on your response. It makes the choice for you and gives a single best name of the distro for your priorities.
Visit Website here: LinuxDistro4U
The project was divided into 2 parts:
- For Machine Learning, I worked in Python Tensorflow
. For my model to work on Browser, I used TensoflowJS that imported TensorflowLite Model from Google Storage.
- For Frontend Development, I worked in ReactJS
- I used Firebase
for hosting and firebase realtime datbase for data storage
- Collecting Data for Machine Learning
- Data analysis and Processing for Machine Learning
- Developing Machine Learning Models
- Deploying ML models
- Developing Frontend in ReactJS for ML Applications
- Dockerization
- Gitub Action CI/CD
- Using Google Cloud Console
- Create a Linux Distro Library with all their features (Only Distros that can be used as Desktop, are active for more than 10 years are included)
- Collect Data for Machine Learning
- Develop Machine Learning Model
- Develop pages for Website
- Develop Arc'Ion and his Speech System
- Develop Questionnaire System
- Develop Input Vector From responses
- Integrating Tensorflow.Keras Model into Website using TensorflowJS, host model on firebase
- Host version 1.0 on Firebase
- Upgrade to React 18
- Updrade to mui
- Move Linux Distro Library and Questions to Firebase
- Move TensorFlow Model to firebase using firebase-admin
- Setup CI/CD using Github Actions
- Develop a Python Backend for the Application
- Use TensorFlow Model with Python Backend
- Dockerize the solution
- Host version 2.0 on Vercel
- Include Linux Distros that are Active for 5 or more years and can be used as Desktop
- Re-Collect the Training Data
- Re-Train the Model and Deploy it
- Host version 3.0 on Vercel
- Include Linux Distros that are Active for 5 or more years and are special purpose
- Re-Collect the Training Data
- Re-Train the Model
- Host version 4.0 on Vercel
