Public Safety: Crime Prediction and Prevention Workflow
PredictModel offers an AWS-based solution designed to enhance public safety through effective data engineering and machine learning techniques. Our platform helps law enforcement agencies predict crime hotspots, optimize patrol routes, and allocate resources efficiently to maintain safe communities.
Workflow Step Explanation
- Data Storage: Amazon S3 stores vast amounts of raw data collected from various sources such as surveillance cameras, social media, and public reports.
- Data Processing: AWS Glue handles ETL (Extract, Transform, Load) operations, cleaning and structuring the data for analysis.
- Data Warehousing: Amazon Redshift acts as a centralized data warehouse, enabling complex queries and large-scale data analysis.
- Machine Learning: Amazon SageMaker is utilized to build, train, and deploy models that predict crime patterns and suggest preventive measures.