Prediction with Python, This project uses prediction algorithms for the victims of the Titanic. Αt the beginning of the project a clearing of the data takes place, Then remove the columns that are considered not to help the artificial intelligence algorithm, Τo train the intelligent craft algorithm.in the test table displays the results of the algorithm and the data it had to predict.

Train-Data

Histogram with missing values

Histogram, how much perset survived or not

Histogram, who survived from male or female

So,

• What type are missing values
• How much data is missing in the columns

After the cleaning-data

So, encode the categorical data

And all data encoding!

And, Scale the split-data:

TRAIN THE MACHINE-LEARNING MODELS:

• The accuracy from training-data:



• The accuracy from test-data:



• The results of models

Prediction on Test-Data