Traffic Accident Prediction Model using Deep Learning

[alo7lika]

Pull Request for DL-Simplified 💡

#905

Issue Title: Traffic Accident Prediction Model Using Deep Learning

• Info about the related issue (Aim of the project): The goal of this project is to develop a machine learning model that predicts the likelihood of traffic accidents based on historical data, weather conditions, traffic volume, and road characteristics. The model aims to provide insights that can help in making informed decisions to enhance road safety.

• Name: Alolika Bhowmik

• GitHub ID: alo7lika

• Email ID: [email protected]

• Identify yourself: Gssoc Ext 24 Contributor

Closes: #905

Describe the add-ons or changes you've made 📃

I have implemented a deep learning model using LSTM (Long Short-Term Memory) networks to analyze and predict traffic accident probabilities. The following changes have been made:

• Developed data preprocessing scripts to clean and prepare the dataset for training.
• Created and trained an LSTM model to predict accident occurrences.
• Added evaluation metrics to assess model performance, including accuracy and F1-score.
• Updated the README file to include instructions on how to run the model and interpret the results.

Type of change ☑️

What sort of change have you made:

• Bug fix (non-breaking change which fixes an issue)
• New feature (non-breaking change which adds functionality)
• Code style update (formatting, local variables)
• Breaking change (fix or feature that would cause existing functionality to not work as expected)
• This change requires a documentation update

How Has This Been Tested? ⚙️

The model has been tested using a separate validation dataset. I have verified the accuracy of the predictions against known accident data. Additionally, the code has been run in a local environment to ensure that all components work together seamlessly without errors.

Checklist: ☑️

• My code follows the guidelines of this project.
• I have performed a self-review of my own code.
• I have commented my code, particularly wherever it was hard to understand.
• I have made corresponding changes to the documentation.
• My changes generate no new warnings.
• I have added things that prove my fix is effective or that my feature works.
• Any dependent changes have been merged and published in downstream modules.

[github-actions]

Our team will soon review your PR. Thanks @alo7lika :)

[alo7lika]

@abhisheks008 the task has been completed.
Kindly review it.
Thank you!

[abhisheks008]

Hi @alo7lika please go through the README.md and follow the project structure.

Sharing the project structure,

Project Folder
|- Dataset
   |- dataset.csv (dataset used for the particula project)
   |- README.md (brief about the dataset)
|- Images
   |- img1.png
   |- img2.png
   |- img3.png
|- Model
   |- project_folder.ipynb
   |- README.md
|- requirements.txt

[alo7lika]

Hi @alo7lika please go through the README.md and follow the project structure.

Sharing the project structure,

Project Folder
|- Dataset
   |- dataset.csv (dataset used for the particula project)
   |- README.md (brief about the dataset)
|- Images
   |- img1.png
   |- img2.png
   |- img3.png
|- Model
   |- project_folder.ipynb
   |- README.md
|- requirements.txt

done @abhisheks008

[alo7lika]

@abhisheks008

[abhisheks008]

I couldn't find the required project structure for this project.

This has to be like this,

Project Folder
|- Dataset
   |- dataset.csv (dataset used for the particula project)
   |- README.md (brief about the dataset)
|- Images
   |- img1.png
   |- img2.png
   |- img3.png
|- Model
   |- project_folder.ipynb
   |- README.md
|- requirements.txt

@alo7lika

[alo7lika]

@abhisheks008

[abhisheks008]

What about the Images and Dataset folder. You need to do them as well.
@alo7lika

[alo7lika]

What about the Images and Dataset folder. You need to do them as well. @alo7lika

My project doesn't contain dataset since I have used synthetic dataset and also no images as well

[abhisheks008]

What about the Images and Dataset folder. You need to do them as well. @alo7lika

My project doesn't contain dataset since I have used synthetic dataset and also no images as well

You haven't perform any EDA?

If you don't have a dataset, then just create a folder named as Dataset. Inside that, put a README.md file and mention a brief about the dataset you have used there.

[alo7lika]

done @abhisheks008

[abhisheks008]

Looks good to me. Approved!
@alo7lika