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README.md
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### Metrics
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[More Information Needed]
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### Results
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#### Summary
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## Model Examination [optional]
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<!-- Relevant interpretability work for the model goes here -->
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[More Information Needed]
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## Environmental Impact
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<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
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Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
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- **Hardware Type:** [More Information Needed]
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- **Hours used:** [More Information Needed]
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- **Cloud Provider:** [More Information Needed]
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- **Compute Region:** [More Information Needed]
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- **Carbon Emitted:** [More Information Needed]
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## Technical Specifications [optional]
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### Model Architecture and Objective
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[More Information Needed]
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### Compute Infrastructure
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[More Information Needed]
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#### Hardware
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[More Information Needed]
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#### Software
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[More Information Needed]
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## Citation [optional]
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<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
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**BibTeX:**
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[More Information Needed]
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**APA:**
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[More Information Needed]
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## Glossary [optional]
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<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
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[More Information Needed]
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## More Information [optional]
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[More Information Needed]
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## Model Card Authors [optional]
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[More Information Needed]
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## Model Card Contact
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[More Information Needed]
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### Metrics
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| Class | Precision | Recall | F1-Score | Support |
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|-------------|-----------|--------|----------|---------|
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| Glioma | 0.96 | 0.87 | 0.91 | 300 |
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| Meningioma | 0.84 | 0.71 | 0.77 | 306 |
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| No Tumor | 0.88 | 1.00 | 0.93 | 405 |
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| Pituitary | 0.93 | 0.99 | 0.96 | 300 |
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| **Accuracy**| | | **0.90** | 1311 |
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| **Macro Avg** | 0.90 | 0.89 | 0.89 | 1311 |
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| **Weighted Avg** | 0.90 | 0.90 | 0.90 | 1311 |
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### Results
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This model was developed for my project that can be found on github 
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[pituitary Tumour sensitivity map](https://github.com/Kaynaaf/BrainMRI-Classifier/blob/main/results/pituitary_1.png)
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[Glioma sensitivity map](https://github.com/Kaynaaf/BrainMRI-Classifier/blob/main/results/glioma_1.png)
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