San Francisco Crime Classification

Photo by Eduardo Santos on Unsplash

Project Overview

Evaluation Metric

Analysis

Data Exploration

Missing/Duplicate Values

Erroneous Values

Extraneous Features

Prediction Approach

Example geographic heat maps for crime categories.
Example geographic heat maps for crime categories.
Example geographic heat maps for crime categories. Code used to generate heat maps for all categories can be found in the GitHub repository for this project.

Data Preprocessing & Feature Engineering

Temporal Features

Address Embeddings

Transformations & Aggregations

Clustering

Log Odds

Categorical Encoding

Target Variable Encoding

Feature Scaling

Model Development

Tree-Based Algorithms

Neural Network

Cross Validation

Ensemble

Results

Final Notes

References

Water/Wastewater Engineer ♦ Data Nerd

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