vaibhav07112004 commited on
Commit
f3da708
·
verified ·
1 Parent(s): 6789111

Upload 47 files

Browse files
Files changed (47) hide show
  1. advanced_qr_cnn_model.h5 +3 -0
  2. advanced_qr_metadata.json +8 -0
  3. advanced_qr_ml_model.pkl +3 -0
  4. ap3x_feature_scaler.pkl +3 -0
  5. ap3x_feature_scaler_fixed.pkl +3 -0
  6. ap3x_metadata.json +15 -0
  7. ap3x_metadata_fixed.json +16 -0
  8. ap3x_qr_ensemble_model.pkl +3 -0
  9. ap3x_qr_ensemble_model_fixed.pkl +3 -0
  10. app_fraud_model.pkl +3 -0
  11. bec_fraud_model.pkl +3 -0
  12. bec_vectorizer.pkl +3 -0
  13. deepfake_fraud_model.pkl +3 -0
  14. employment_fraud_model.pkl +3 -0
  15. employment_vectorizer.pkl +3 -0
  16. enhanced_bec_fraud_model.pkl +3 -0
  17. enhanced_bec_vectorizer.pkl +3 -0
  18. enhanced_deepfake_fraud_model.pkl +3 -0
  19. enhanced_deepfake_model_no_opencv_75_features.pkl +3 -0
  20. enhanced_deepfake_no_opencv_metadata.json +20 -0
  21. enhanced_qr_fraud_model.pkl +3 -0
  22. enhanced_qr_fraud_model_50_features.pkl +3 -0
  23. enhanced_qr_fraud_model_74_features_fixed.pkl +3 -0
  24. fraud_model_credit_card.pkl +3 -0
  25. fraud_model_ecommerce.pkl +3 -0
  26. fraud_model_ieee_cis.pkl +3 -0
  27. fraud_model_sparkov.pkl +3 -0
  28. hybrid_qr_ensemble.json +1 -0
  29. imputer_credit.pkl +3 -0
  30. imputer_ecommerce.pkl +3 -0
  31. imputer_ieee.pkl +3 -0
  32. imputer_sparkov.pkl +3 -0
  33. investment_fraud_model.pkl +3 -0
  34. label_encoders_ecommerce.pkl +3 -0
  35. label_encoders_ieee.pkl +3 -0
  36. label_encoders_sparkov.pkl +3 -0
  37. phishing_fraud_model.pkl +3 -0
  38. qr_feature_scaler.pkl +3 -0
  39. qr_fraud_model.pkl +3 -0
  40. scaler_credit.pkl +3 -0
  41. scaler_ecommerce.pkl +3 -0
  42. scaler_ieee.pkl +3 -0
  43. scaler_sparkov.pkl +3 -0
  44. social_engineering_fraud_model.pkl +3 -0
  45. social_engineering_vectorizer.pkl +3 -0
  46. synthetic_identity_fraud_model.pkl +3 -0
  47. synthetic_identity_fraud_model_300k.pkl +3 -0
advanced_qr_cnn_model.h5 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a183ff02fd90fafad7e667c2d5b9fffd5875aec2b0bb7173d3a387648d1c8006
3
+ size 5947256
advanced_qr_metadata.json ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "model_type": "Advanced Hybrid QR Fraud Detection",
3
+ "features": 125,
4
+ "ml_accuracy": 0.7862862862862863,
5
+ "cnn_accuracy": 0.8068068027496338,
6
+ "hybrid_accuracy": 0.8003003003003003,
7
+ "hybrid_auc": 0.8868172950419692,
8
+ "target_achieved":
advanced_qr_ml_model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1d8fe29ee7c7d36ae00d0d299d6967a323d29ac5238e32ed9eb9f08b5e937fdd
3
+ size 66789081
ap3x_feature_scaler.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:40dc1786da4bd26ea344e3d058f21dcb8ccad0bcac32429f6adeeeeb7faf2202
3
+ size 1815
ap3x_feature_scaler_fixed.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e7722f1919f42f335028d401178b168fde9b7ee7c9526d6586520d61c732fe52
3
+ size 2391
ap3x_metadata.json ADDED
@@ -0,0 +1,15 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "system_name": "AP3X-Inspired QR Detection",
3
+ "approach": "Johns Hopkins 4-Model Ensemble",
4
+ "features": 50,
5
+ "unusual_pattern_features": 20,
6
+ "standard_features": 30,
7
+ "ensemble_accuracy": 0.7762762762762763,
8
+ "ensemble_auc": 0.8457490353177415,
9
+ "individual_accuracies": {
10
+ "XGBoost": 0.7652652652652653,
11
+ "LightGBM": 0.7692692692692693,
12
+ "RandomForest": 0.7777777777777778,
13
+ "GradientBoosting": 0.7782782782782782
14
+ },
15
+ "target_achieved":
ap3x_metadata_fixed.json ADDED
@@ -0,0 +1,16 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "system_name": "AP3X-Inspired QR Detection",
3
+ "approach": "Johns Hopkins 4-Model Ensemble",
4
+ "features": 50,
5
+ "unusual_pattern_features": 20,
6
+ "standard_features": 30,
7
+ "ensemble_accuracy": 0.7762762762762763,
8
+ "ensemble_auc": 0.8457490353177415,
9
+ "individual_accuracies": {
10
+ "XGBoost": 0.7652652652652653,
11
+ "LightGBM": 0.7692692692692693,
12
+ "RandomForest": 0.7777777777777778,
13
+ "GradientBoosting": 0.7782782782782782
14
+ },
15
+ "target_achieved": false
16
+ }
ap3x_qr_ensemble_model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c1552f0b839bbdc771583317eab934706b2dd815e9745e753894ddfeecf19acf
3
+ size 143356152
ap3x_qr_ensemble_model_fixed.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c1552f0b839bbdc771583317eab934706b2dd815e9745e753894ddfeecf19acf
3
+ size 143356152
app_fraud_model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:16bf7929a2cf40358a7f97744ea23a518f10de2981797e0468251bde69aac946
3
+ size 13873129
bec_fraud_model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:557fd26f381d33bd869d2e3e7710de1fec5e49b93bf96cfd5c3366e6220ebf38
3
+ size 456918651
bec_vectorizer.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:49c284979cb0afc1f29c00b0282a61117db3aac4902d87075177d68e0d505c82
3
+ size 1242786
deepfake_fraud_model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:016ee6452ed5c173fb637c35a5bb3004815b1286e5e201f4df32abc6790c7219
3
+ size 18780272
employment_fraud_model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a5b468d6f62f75f16638f9beb2560ffcb70dbfe889ba04b8b88363cf2c5c7e7a
3
+ size 7635049
employment_vectorizer.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b829ec80e869dbdf18570a8241c1707d0fa12f2101e18bf566c435f263f62de9
3
+ size 69085
enhanced_bec_fraud_model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:35ea9edd13fe5db7929d9b4447c95f55865c7072377a3586499fa1a8c5f45d3e
3
+ size 7620969
enhanced_bec_vectorizer.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:2c29bdeb9c9eaa80575520d3ddc03aedca229fc5dddaf4455006fcc7607a1c77
3
+ size 69085
enhanced_deepfake_fraud_model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:82696c82f64846f8607de87bae821c1238efbff223a40137303b971807e712dd
3
+ size 62860366
enhanced_deepfake_model_no_opencv_75_features.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d3880171e2da8174fe18c3b0ee24d17dda85fa95b960a984fe4e295763f27e3b
3
+ size 34827235
enhanced_deepfake_no_opencv_metadata.json ADDED
@@ -0,0 +1,20 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "model_type": "Enhanced Deepfake Detection (No OpenCV)",
3
+ "features": 75,
4
+ "accuracy": 0.7965,
5
+ "auc_score": 0.8815373333333333,
6
+ "training_time_minutes": 6.3713925838470455,
7
+ "training_samples": 24000,
8
+ "test_samples": 6000,
9
+ "real_samples": 15000,
10
+ "fake_samples": 15000,
11
+ "feature_breakdown": {
12
+ "basic_statistics": 10,
13
+ "texture_lbp": 10,
14
+ "edge_detection": 5,
15
+ "frequency_domain": 10,
16
+ "gradient_analysis": 5,
17
+ "color_channels": 10,
18
+ "deepfake_specific": 25
19
+ }
20
+ }
enhanced_qr_fraud_model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b89457bcc362cd57d30c6c873e3bd4e8041299ee735bd09a64d72cd0829c573f
3
+ size 635834
enhanced_qr_fraud_model_50_features.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4f9caee0d837f68ad33b3ed5222dbb5a4584aefd6ce550d869b3e95b5d7ca9ef
3
+ size 33201000
enhanced_qr_fraud_model_74_features_fixed.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:89ed70013fad823875d128473d44764eaeb2db08200ce09058309fcac39cd992
3
+ size 23604904
fraud_model_credit_card.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d9a4487c983a9c8a10f147c85ae841031b4bd5be443aa70566cd69f8dec83247
3
+ size 1152550
fraud_model_ecommerce.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:2f2c9babcedfa36710171c393043cd363417279e96b3dcea445f8e2371fd66bc
3
+ size 2834889
fraud_model_ieee_cis.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:2caae7ee18c8551e6872f8070ba81ba0ea713eda528d1cc3b56e8c5af2e17a9f
3
+ size 1596934
fraud_model_sparkov.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:61879f07cd5161fdeb901208c22a73cac8628dc14c6cb1e21820402dd8035610
3
+ size 1419654
hybrid_qr_ensemble.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"ml_weight": 0.7, "cnn_weight": 0.3, "threshold": 0.5}
imputer_credit.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:75b2b4d8d26f35ff9ece01082793a855267169bdb7014551a8d48034613015d3
3
+ size 1143
imputer_ecommerce.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:edfc28f1f038faa19571cdfa7fdebd16b4f2688e6e3af4af741d3c4214d57f50
3
+ size 615
imputer_ieee.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1afabc99c747c51df614e0d16951c17ec23f2d97699cf80674efaf82cc855cef
3
+ size 7143
imputer_sparkov.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d0b1453b87ef47dbba42d2481f657f7a4bf3bc1d1f82703e761e5d283101eea1
3
+ size 1207
investment_fraud_model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e3ee92c35230e9b00c506d9bd600a89fabc1b192ccd3a14de86de70bbb8ef666
3
+ size 16604809
label_encoders_ecommerce.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:dc381500de064ce0ea80a71a416f8a538af2cec69c00d36eaa0de7d2b36ec9bd
3
+ size 8850442
label_encoders_ieee.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3344cd5267286d5e9aa19be1aec9b1c04f502090b14abca0ca30736a45904caa
3
+ size 50700
label_encoders_sparkov.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3d82185b4d8212b596f8dcd7080c465ed5795991e7d8f3a390933a0f3349f99e
3
+ size 104974986
phishing_fraud_model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:569e1e340eeedff2a911f7f44e91d8386d913d4520726cbdc856d4f56bad17ab
3
+ size 20778889
qr_feature_scaler.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:2680ad4a76ec891a08b8b068bb268e4a1deefaabb0ba9a3f801554d52f64e0c7
3
+ size 3599
qr_fraud_model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:8eac9e89ce6008975e9ce2267fdb2d49e304900778daaf764a92b8932217090f
3
+ size 327272
scaler_credit.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:7c06a69fa6c32a954cba051d6034980a189bff8503c4f3d81b1de0ec8cbce8ec
3
+ size 1751
scaler_ecommerce.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c2da5062ef79364f663951129a16104e8b77a3f7514392b791bd089aedad1628
3
+ size 999
scaler_ieee.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:67d3ed6c7e49daea825d82b3bb6c5b0ea821ba11bea4d296f8300455f74b8ac0
3
+ size 17639
scaler_sparkov.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:77ba06d4bea34c4acba88fc4350fe34cb6e951d38fced23c307b1813cbb9be2d
3
+ size 1719
social_engineering_fraud_model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:16d8b0e640732ab5d596824d81f287c7e3f48d488cc3155de0dbf23bf840df24
3
+ size 6928329
social_engineering_vectorizer.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:7ae3d9e495abbefd03e5815d6084f993cf764e2d724b3c918ae10e4a83d3947b
3
+ size 69093
synthetic_identity_fraud_model.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:fb29cbc15426ccaba43cf8c19bf7d579d680b3fcf86df4a5d3e1ebe1f840a244
3
+ size 32676546
synthetic_identity_fraud_model_300k.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:8a28ecd9612a6c5af81a6d4168e5f81ed9fe0e0901ee06011291b2ff5ac1d500
3
+ size 52125806