https://raw.githubusercontent.com/Masterx-AI/Project_Titanic_Survival_Prediction_/main/titanic.jpg" alt="">

Description:

The sinking of the Titanic is one of the most infamous shipwrecks in history.

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 on board, 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 challenge, we ask you to build a predictive 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).

Acknowledgements:

This dataset has been referred from Kaggle: https://www.kaggle.com/c/titanic/data.

Objective:

• Understand the Dataset & cleanup (if required).
• Build a strong classification model to predict whether the passenger survives or not.
• Also fine-tune the hyperparameters & compare the evaluation metrics of various classification algorithms.

Dataset

This dataset was created by Suresh Bhusare

Released under CC0: Public Domain

Contents

Dataset

This dataset was created by ElisaLeclercB

Released under Database: Open Database, Contents: Database Contents

Contents

The Titanic dataset is a popular dataset used for data analysis and machine learning tasks. It contains various information about passengers aboard the Titanic, including whether they survived or not. Here's a brief description of each of the columns:

PassengerId: A unique identifier for each passenger. Survived: Indicates whether the passenger survived or not. (0 = No, 1 = Yes) Pclass: Ticket class (1 = 1st, 2 = 2nd, 3 = 3rd) Name: Name of the passenger. Sex: Gender of the passenger. Age: Age of the passenger in years. (Fractional if less than 1) SibSp: Number of siblings or spouses aboard the Titanic. Parch: Number of parents or children aboard the Titanic. Ticket: Ticket number. Fare: Fare paid for the ticket. Cabin: Cabin number. Embarked: Port of embarkation (C = Cherbourg, Q = Queenstown, S = Southampton) This dataset is often used for tasks such as predicting survival based on various factors or analyzing demographics of passengers aboard the Titanic.

Dataset

This dataset was created by VVignesh Kumar

Contents

Dataset

This dataset was created by JamesG

Released under CC0: Public Domain

Contents

Dataset

This dataset was created by Tip of the iceberg

Contents

Dataset

This dataset was created by Ashish Jung Basnet

Released under MIT

Contents

Dataset

This dataset was created by Priyanshi Agrawal

Contents

Dataset

This dataset was created by fehu.zone

Contents

Dataset

This dataset was created by Muhammad Hassaan

Released under CC0: Public Domain

Contents

Dataset

This dataset was created by Meysam arjomand

Released under CC0: Public Domain

Contents

Dataset

This dataset was created by S YunJae

Contents

Dataset

This dataset was created by Parth Gajmal

Contents

Dataset

This dataset was created by Mahmoud saad

Released under CC0: Public Domain

Contents

Dataset

This dataset was created by Daisy2020

Contents

Dataset

This dataset was created by LiuMang

Contents

Dataset

This dataset was created by Ayan Goswami

Released under Apache 2.0

Contents

Dataset

This dataset was created by Bhagesh Kumar

Contents

Dataset

This dataset was created by AkshaySharma_17

Contents