Updated a year ago
zerotogbms-project
Course Project - Real-World Machine Learning Model - Machine Learning with Python: Zero to GBMs
Problem Statement
The data for this challenge shows the results of a number of "trials", each one representing about 2 minutes of sequential data that are recorded every 100 ms during a driving session on the road or in a driving simulator. The trials are samples from some 100 drivers of both genders, and of different ages and ethnic backgrounds. The files are structured as follows:
The first column is the Trial ID - each period of around 2 minutes of sequential data has a unique trial ID. For instance, the first 1210 observations represent sequential observations every 100ms, and therefore all have the same trial ID
The second column is the observation number - this is a sequentially increasing number within one trial ID
The third column has a value X for each row where
X = 1 if the driver is alert
X = 0 if the driver is not alert
The next 8 columns with headers P1, P2 , …….., P8 represent physiological data;
The next 11 columns with headers E1, E2, …….., E11 represent environmental data;
The next 11 columns with headers V1, V2, …….., V11 represent vehicular data
The file 'example_submission.csv' is an example of a submission file - your submission files should be in exactly the same format, with only values in the last column ('Prediction') different. Predictions are expected to be real numbers between 0 and 1 inclusive
!pip install jovian --upgrade --quiet
WARNING: Ignoring invalid distribution -rotobuf (c:\users\hp\appdata\local\programs\python\python37\lib\site-packages)
WARNING: Ignoring invalid distribution -rotobuf (c:\users\hp\appdata\local\programs\python\python37\lib\site-packages)
WARNING: Ignoring invalid distribution -rotobuf (c:\users\hp\appdata\local\programs\python\python37\lib\site-packages)
WARNING: Ignoring invalid distribution -rotobuf (c:\users\hp\appdata\local\programs\python\python37\lib\site-packages)
WARNING: Ignoring invalid distribution -rotobuf (c:\users\hp\appdata\local\programs\python\python37\lib\site-packages)
WARNING: Ignoring invalid distribution -rotobuf (c:\users\hp\appdata\local\programs\python\python37\lib\site-packages)
WARNING: Ignoring invalid distribution -rotobuf (c:\users\hp\appdata\local\programs\python\python37\lib\site-packages)
WARNING: You are using pip version 21.1.3; however, version 21.2.3 is available.
You should consider upgrading via the 'c:\users\hp\appdata\local\programs\python\python37\python.exe -m pip install --upgrade pip' command.
!pip install pandas matplotlib seaborn --quiet
WARNING: Ignoring invalid distribution -rotobuf (c:\users\hp\appdata\local\programs\python\python37\lib\site-packages)
WARNING: Ignoring invalid distribution -rotobuf (c:\users\hp\appdata\local\programs\python\python37\lib\site-packages)
WARNING: Ignoring invalid distribution -rotobuf (c:\users\hp\appdata\local\programs\python\python37\lib\site-packages)
WARNING: Ignoring invalid distribution -rotobuf (c:\users\hp\appdata\local\programs\python\python37\lib\site-packages)
WARNING: You are using pip version 21.1.3; however, version 21.2.3 is available.
You should consider upgrading via the 'c:\users\hp\appdata\local\programs\python\python37\python.exe -m pip install --upgrade pip' command.