Giter Club home page Giter Club logo

titanic-kaggle-competiton's Introduction

Titanic-Kaggle-Competiton

Titanic Kaggle Competition

Hi!

Have you ever heared the tragic story of the Titanic? I assume you have... but if not-

On April 15, 1912, during her maiden voyage, the widely considered “unsinkable” RMS Titanic sank after colliding with an iceberg. Unfortunately, there weren’t enough lifeboats for everyone onboard, resulting in the death of 1502 out of 2224 passengers and crew. While there was some element of luck involved in surviving, it seems some groups of people were more likely to survive than others.

In this classification ML project, I built a ML model that answers the question: “what sorts of people were more likely to survive?” using passenger data (ie name, age, gender, socio-economic class, etc). In other words, the classification model predict if a passenger on the Titanic will survive or not.

My work on this project includes- feature engineering, data analysis, pre-processing, feature selection, model selection and eventually the final model that predict the survival status on unseen passengers data.

I used the Python libraries- Pandas, NumPy, Scikit-learn, Matplotlib and Seaborn.

This is my first time I participate in a kaggle competiton. I am proud of what I did in this project and proud about all the new stuff that I learned during my work, and I am glad to say that as of my submission date, my predicted results are in the top 5% !!

titanic-kaggle-competiton's People

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.