Dog Breed Classification App — Udacity DSND

This is a Miniature schnauzer dog

Project Definition

Project Overview

Problem Statement

Datasets

Figure 1: Class distribution for the training data of the Stanford Dogs Dataset

Metrics

Analysis

Data Exploration and Visualization

Doggies
More doggies
Figure 2: Example faces from the LFW

Methodology

Data Preprocessing

Implementation

Figure 3: Layer breakdown of our CNN implemented from scratch

Refinement

Results

Model Evaluation and Validation

Figure 4: Human detectors results table
Figure 5: Dog detectors results table
Figure 6: Dog breed classifiers results table

Justification

Web Application

Figure 7: Screenshot from web application

Conclusion

Reflection

Improvements

Finally,

References

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