ShiroOnigami23 commited on
Commit
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1 Parent(s): cc7a863

Add model artifacts, plots, and README

Browse files
.gitattributes CHANGED
@@ -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
README.md ADDED
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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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+
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+ # FAANG Predictor Tier-3 Model Bundle
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+
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+ [![Hugging Face Model](https://img.shields.io/badge/HuggingFace-Model-yellow?logo=huggingface)](https://huggingface.co/ShiroOnigami23/faang-predictor-tier3-model)
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+ [![Dataset](https://img.shields.io/badge/Companion-Dataset-blue)](https://huggingface.co/datasets/ShiroOnigami23/faang-predictor-tier3-dataset)
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+ [![Space](https://img.shields.io/badge/Demo-Space-green)](https://huggingface.co/spaces/ShiroOnigami23/faang-predictor-tier3-workspace)
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+
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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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+ ```
best_classifier.pkl ADDED
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+ size 3307
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+ size 970664
confusion_matrix.png ADDED
correlations.png ADDED

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feature_breakdown.png ADDED

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metrics_table.csv ADDED
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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
model_comparison.png ADDED

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prediction_summary.json ADDED
@@ -0,0 +1,16 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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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": [
8
+ "DSA \u2014 LeetCode Mediums",
9
+ "DSA \u2014 Hard Problems",
10
+ "Internship Quality",
11
+ "Mock Interviews",
12
+ "Project Portfolio",
13
+ "Open Source Contributions"
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+ ],
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+ "Overall_Prep_Score": 51.66
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+ }
radar_chart.png ADDED

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target_distributions.png ADDED