Add model artifacts, plots, and README
Browse files- .gitattributes +5 -0
- README.md +31 -0
- best_classifier.pkl +3 -0
- best_regressor.pkl +3 -0
- confusion_matrix.png +0 -0
- correlations.png +3 -0
- feature_breakdown.png +3 -0
- metrics_table.csv +9 -0
- model_comparison.png +3 -0
- prediction_summary.json +16 -0
- radar_chart.png +3 -0
- shap_importance.png +3 -0
- target_distributions.png +0 -0
.gitattributes
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@@ -33,3 +33,8 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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correlations.png filter=lfs diff=lfs merge=lfs -text
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feature_breakdown.png filter=lfs diff=lfs merge=lfs -text
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model_comparison.png filter=lfs diff=lfs merge=lfs -text
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radar_chart.png filter=lfs diff=lfs merge=lfs -text
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shap_importance.png filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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language: en
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license: mit
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library_name: scikit-learn
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---
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# FAANG Predictor Tier-3 Model Bundle
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[](https://huggingface.co/ShiroOnigami23/faang-predictor-tier3-model)
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[](https://huggingface.co/datasets/ShiroOnigami23/faang-predictor-tier3-dataset)
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[](https://huggingface.co/spaces/ShiroOnigami23/faang-predictor-tier3-workspace)
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## Prediction Summary
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```json
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{
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"FAANG_Probability": 0.0516,
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"Interview_Rounds_Pred": 1,
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"Best_Classifier": "Logistic Regression",
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"Classifier_AUC": 0.656,
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"Best_Regressor": "XGB Regressor",
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"Top_Gaps": [
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"DSA \u2014 LeetCode Mediums",
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"DSA \u2014 Hard Problems",
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"Internship Quality",
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"Mock Interviews",
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"Project Portfolio",
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"Open Source Contributions"
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],
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"Overall_Prep_Score": 51.66
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}
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```
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best_classifier.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:39046939db7dd5e450c31fa6edc779d31f2a0723fe530580a2443c800d47f9fb
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size 3307
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best_regressor.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:e23a31c3feb4694bba490ad205e9bcb7529f5cb0ca592ea4135b294dc2be73ee
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size 970664
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confusion_matrix.png
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correlations.png
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Git LFS Details
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feature_breakdown.png
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Git LFS Details
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metrics_table.csv
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Metric,Value
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Train Accuracy,0.9448 (94.48%)
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Test Accuracy,0.9200 (92.00%)
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Validation Accuracy (5-fold CV),0.9273 ± 0.0025
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Validation ROC-AUC (5-fold CV),0.6296 ± 0.0394
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Test Precision,0.0000
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Test Recall,0.0000
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Test F1,0.0000
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Test ROC-AUC,0.6560
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model_comparison.png
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Git LFS Details
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prediction_summary.json
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{
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"FAANG_Probability": 0.0516,
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"Interview_Rounds_Pred": 1,
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"Best_Classifier": "Logistic Regression",
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"Classifier_AUC": 0.656,
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"Best_Regressor": "XGB Regressor",
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"Top_Gaps": [
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"DSA \u2014 LeetCode Mediums",
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"DSA \u2014 Hard Problems",
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"Internship Quality",
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"Mock Interviews",
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"Project Portfolio",
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"Open Source Contributions"
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],
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"Overall_Prep_Score": 51.66
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}
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radar_chart.png
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Git LFS Details
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shap_importance.png
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Git LFS Details
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target_distributions.png
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