I need some help with this please. And I can try to put the data at the bottom, I$\text{'}$m not sure how well it will show up$.$ I am unable to put the csv file in the question, but, I am having trouble with the process$\_$data that I have tried to use. It tells me that it not defined.

In order to help solidify your understanding of applying machine learning algorithms to a problem, you will complete a research project analyzing survivors of the titanic. This project is meant to be an interesting real world application of your education in data science.

This assignment will also be your lab work for test days.

I am not going to give strict instructions on this assignment, I want you to load the dataset and clean any samples or features that need it$,$ perform EDA, find a model that can make good predictions, produce visualizations, do validation, and write about anything interesting that you come across.

I$\text{'}$m not necessarily interested in grammar or word count, but I want to read about what are you doing and why. The written part can be done in a word document, make sure to include any visualizations with your analysis, be sure to submit your code as well.

You should be able to start this assignment the first week of class, however we will learn new techniques nearly every day that will help improve your model. You should apply every applicable technique discussed in class, start early and update often.

Perform EDA $(20\%)$

Data Processing $(20\%)$

Train Model $(20\%)$

Model Validation $(20\%)$

Technique Summaries $(20\%)$

Submissions

Code should be written as Pythonic as possible: beautiful, simple, and documented only when necessary.

Your completed lab should be error$/$crash free, a submission that crashes will result in a $0\%,$ this includes hard coding paths, make sure you are using relative paths.

Failure to follow directions will result in the loss of additional points.