CrowdSense AI

Inspiration

Many passengers face difficulties during peak hours because buses become overcrowded. People often spend a lot of time waiting for buses without knowing the crowd level. This inspired us to build CrowdSense AI, a smart system that predicts bus crowd levels before travel.

What it does

CrowdSense AI predicts the expected crowd level in a bus based on factors such as time, day, and historical travel patterns. The system helps passengers choose less crowded buses, reduce waiting time, and improve travel comfort.

Key Features:

• Bus crowd prediction
• Crowd percentage estimation
• Crowd status (Low, Medium, High)
• User-friendly web interface
• Smart public transport assistance

How we built it

Frontend:

• HTML
• CSS
• JavaScript

Backend:

• Python Flask

Machine Learning:

• Scikit-learn

Dataset:

• CSV-based historical bus occupancy data

The machine learning model is trained using historical crowd information and predicts future crowd levels based on user inputs.

Challenges we ran into

• Finding suitable public transport datasets
• Preparing and cleaning data
• Building an accurate prediction model
• Integrating the machine learning model with the web application

Accomplishments that we're proud of

• Successfully developed a working AI-based crowd prediction system
• Created a simple and user-friendly web application
• Applied machine learning to solve a real-world smart city problem

What we learned

• Machine Learning model development
• Flask web development
• Data preprocessing and analysis
• Team collaboration and project management

What's next for CrowdSense AI

• Real-time GPS integration
• Live bus tracking
• Weather-based prediction
• Mobile application support
• Smart city transport dashboard

Built With

• artificial-intelligence
• bootstrap
• css
• data-science
• database
• decision-tree
• flask
• github
• html
• javascript
• machine-learning
• numpy
• pandas
• predictive-analytics
• python
• random-forest
• rest-api
• scikit-learn
• sqlite
• ui/ux
• web-application