ECS 171 Online Studying

A Machine Learning project about the online education system.

Project proposals:

Google Doc initial report

Requirement:

1. We use dataset from Kaggle

Online Studying Dataset

2. Install many Machine Learning libraries for python

   • Make sure python is foundable and up-to-date:

   Enter this to your terminal:

   python --version
   # or
   python3 --version

   • Install

Project Breakdown:

1. Data Exploration

Explore, find some insight. How the data distribute, what are the kind of attributes, what are the parameters, numerical or categorial attributes.

2. Praparing & Features Selection

   • Choose an attribute that will be available. Put the model into output a good model. Ex: Can be age, gender, class -> which one to choose
   • Convert string into numerical, or some other processing

3. Training

   • What is the model to use (Linear, Poly, Logistic, Neural, etc.)
   • What is the optimization technique to use (GDE)

4. Testing

How well is the model performing (MSE)

5. Post-Processing

   • Crucial Step
   • To convert data back into consumable format (plot, chart comparison)

Project Timeline:

Check our milestones page to see the timeline