An end-to-end Data Science, Machine Learning, Deep Learning project
Table of contents
- Business Problem
- A statistical approach to solving the problem
- Use of Machine Learning to solve the problem
- Dataset Overview
- Features Overview
- Performance metric
- Exploratory data analysis
- First cut approach
- Comparison of models
- Kaggle result
- Future work
- References
Business Problem
Reducing Commercial Aviation Fatalities is a Kaggle competition held in 2019. Aviation Fatalities/accidents cause deaths of passengers, aircrew, and complete vehicle damage, etc. Most flight-related fatalities stem from a loss of “airplane state awareness.” That is ineffective attention management on the part of pilots who may be distracted, sleepy, or in other dangerous cognitive states.
A statistical approach to solving the problem
This problem can be solved by a statistical…
Part 1-Setting up system environment.
Note: I have followed these steps on Ubuntu 16.04 and Ubuntu 18.04 systems.
before proceeding for actual process our system must have some required libraries as follows:
I. first check whether the system has a ‘protobuf-compiler’ library in the ubuntu system by hitting ‘protoc — version’ command in a terminal if you get the result “libprotoc 3.0.0" you are ready to jump for the main process, but if in case it fails to show version then install protobuf-compiler by using
‘sudo apt install protobuf-compiler’
if you still face any version compatibility issue for protoc then…
Sahil Chachere
Data Science, Machine Learning, Deep Learning
