/MULTI-LAYER-PERCEPTRON-MACHINE-LEARNING

Kaggle Empathy Predictions using Machine Learning - "Multi-layer Perceptron"

Primary LanguageJupyter Notebook

EMPATHY PREDICTION USING MULTILAYER PERCEPTRON

"Most people think empathy is something that you reserve for your life, your family or your friends but the reality is that it is an existential priority for a business. Our business is to meet unmet, unarticulated needs of our customers. There is no way that innovation is gonna come out if we don’t listen to the words and understand the true meaning behind them by being empathetic." - Satya Nadella, CEO of Microsoft

In this project, the task is to recruit student volunteers to help with Alzheimer's patients. To recruit a good bunch of volunteers, it is very important to know how empathetic they are. The project deals with the predictions of the empathy levels of the students on a scale of 1 to 5 from the survey results aquired from the Young People Survey dataset obtained from Kaggle.

Steps to execute the project :

  1. Download the entire repository.

  2. Please find the dataset from the link.

  3. Open Powershell or Command Window in the directory where the files are downloaded/saved.

  4. Execute the following command to see the working of the project - python main.py or run the main.py file in whichever platform you use.

  5. You can find various other things like visualizations, in-depth analysis of the dataset and learning curves that I tried in the Jupyter Notebook.

Also, the conclusions are based on the evaluations and the insights drawn from the technical research paper - 'A Closer Look at Memorization in Deep Networks' by several Deep Learning scholars from MIT and Google. The justification for the conclusions are provided in the Jupyter Notebook.

Common Issue and Work-Around

If the Python Notebook does not load in the browser or you see something like Sorry, something went wrong. Reload?, you can open it here.