experiment_info dict | training_config dict | data_info dict | final_metrics dict | best_metrics dict | training_history dict |
|---|---|---|---|---|---|
{
"model": "efficientnet_b3",
"timestamp": "20251109_165427",
"kaggle_kernel": "Interactive",
"device": "cuda"
} | {
"batch_size": 16,
"learning_rate": 0.0002,
"max_epochs": 40,
"epochs_trained": 30,
"img_size": 256,
"age_weight": 0.3,
"gender_weight": 1,
"optimizer": "AdamW",
"scheduler": "CosineAnnealingWarmRestarts",
"loss_functions": {
"age": "SmoothL1Loss",
"gender": "CrossEntropyLoss (label_smoothi... | {
"total_images": 24708,
"train_split": 0.85,
"val_split": 0.15,
"augmentations": [
"RandomHorizontalFlip",
"RandomRotation(15)",
"RandomAffine",
"ColorJitter",
"RandomGrayscale",
"RandomErasing"
]
} | {
"val_loss": 0.2891654968261719,
"val_harmonic_mean": 0.96731698513031,
"val_age_rmse": 0.1191681921482086,
"val_age_mae": 0.0882152318954467,
"val_gender_f1": 0.9419918060302734,
"train_loss": 0.2419542074203491,
"train_age_rmse": 0.1235168799757957,
"train_gender_acc": 0.9804770946502686
} | {
"best_val_harmonic_mean": 0.969438135623932,
"best_val_age_rmse": 0.1161882653832435,
"best_val_gender_f1": 0.9458882212638856,
"best_epoch": 18
} | {
"val_harmonic_mean_history": [
0.948142945766449,
0.9621601104736328,
0.9663960933685304,
0.9671145677566528,
0.968266487121582,
0.9679941534996032,
0.9672839045524596,
0.9675200581550598,
0.969186007976532,
0.969438135623932,
0.9611195921897888,
0.9566323757171632,
... |
{
"model": "efficientnet_b3",
"timestamp": "20251110_181006",
"kaggle_kernel": "Interactive",
"device": "cuda"
} | {
"batch_size": 16,
"learning_rate": 0.0002,
"max_epochs": 40,
"epochs_trained": 12,
"img_size": 256,
"age_weight": 0.3,
"gender_weight": 1,
"optimizer": "AdamW",
"scheduler": "CosineAnnealingWarmRestarts",
"loss_functions": {
"age": "SmoothL1Loss",
"gender": "CrossEntropyLoss (label_smoothi... | {
"total_images": 24708,
"train_split": 0.85,
"val_split": 0.15,
"augmentations": [
"RandomHorizontalFlip",
"RandomRotation(15)",
"RandomAffine",
"ColorJitter",
"RandomGrayscale",
"RandomErasing"
]
} | {
"val_loss": 0.2825128734111786,
"val_harmonic_mean": 0.9679941534996032,
"val_age_rmse": 0.1184960678219795,
"val_age_mae": 0.0849561840295791,
"val_gender_f1": 0.943246603012085,
"train_loss": 0.2537391185760498,
"train_age_rmse": 0.1268191635608673,
"train_gender_acc": 0.9748107194900512
} | {
"best_val_harmonic_mean": 0.968266487121582,
"best_val_age_rmse": 0.1184960678219795,
"best_val_gender_f1": 0.9439388513565063,
"best_epoch": 8
} | {
"val_harmonic_mean_history": [
0.948142945766449,
0.9621601104736328,
0.9663960933685304,
0.9671145677566528,
0.968266487121582,
0.9679941534996032
],
"val_loss_history": [
0.3239547312259674,
0.2980527877807617,
0.2825332581996918,
0.2817873358726501,
0.2797755002975... |
{
"model": "efficientnet_b3",
"timestamp": "20251111_031138",
"kaggle_kernel": "Interactive",
"device": "cuda"
} | {
"batch_size": 16,
"learning_rate": 0.0002,
"max_epochs": 40,
"epochs_trained": 34,
"img_size": 256,
"age_weight": 0.3,
"gender_weight": 1,
"optimizer": "AdamW",
"scheduler": "CosineAnnealingWarmRestarts",
"loss_functions": {
"age": "SmoothL1Loss",
"gender": "CrossEntropyLoss (label_smoothi... | {
"total_images": 24708,
"train_split": 0.85,
"val_split": 0.15,
"augmentations": [
"RandomHorizontalFlip",
"RandomRotation(15)",
"RandomAffine",
"ColorJitter",
"RandomGrayscale",
"RandomErasing"
]
} | {
"val_loss": 0.2846643626689911,
"val_harmonic_mean": 0.964993178844452,
"val_age_rmse": 0.1176968961954116,
"val_age_mae": 0.0874540582299232,
"val_gender_f1": 0.9375288486480712,
"train_loss": 0.2355512529611587,
"train_age_rmse": 0.1220591515302658,
"train_gender_acc": 0.9830960631370544
} | {
"best_val_harmonic_mean": 0.9699426293373108,
"best_val_age_rmse": 0.1174851730465889,
"best_val_gender_f1": 0.9469081163406372,
"best_epoch": 12
} | {
"val_harmonic_mean_history": [
0.9553889632225036,
0.964488923549652,
0.9678813815116882,
0.9656999707221984,
0.9681202173233032,
0.9696670770645142,
0.9699426293373108,
0.9645293951034546,
0.9675949811935424,
0.9680346846580504,
0.9649598598480223,
0.9676792621612548... |
{
"model": "efficientnet_b3",
"timestamp": "20251111_031508",
"kaggle_kernel": "Interactive",
"device": "cuda"
} | {
"batch_size": 16,
"learning_rate": 0.0002,
"max_epochs": 40,
"epochs_trained": 34,
"img_size": 256,
"age_weight": 0.3,
"gender_weight": 1,
"optimizer": "AdamW",
"scheduler": "CosineAnnealingWarmRestarts",
"loss_functions": {
"age": "SmoothL1Loss",
"gender": "CrossEntropyLoss (label_smoothi... | {
"total_images": 34708,
"train_split": 0.85,
"val_split": 0.15,
"augmentations": [
"RandomHorizontalFlip",
"RandomRotation(15)",
"RandomAffine",
"ColorJitter",
"RandomGrayscale",
"RandomErasing"
]
} | {
"val_loss": 0.2846643626689911,
"val_harmonic_mean": 0.964993178844452,
"val_age_rmse": 0.1176968961954116,
"val_age_mae": 0.0874540582299232,
"val_gender_f1": 0.9375288486480712,
"train_loss": 0.2355512529611587,
"train_age_rmse": 0.1220591515302658,
"train_gender_acc": 0.9830960631370544
} | {
"best_val_harmonic_mean": 0.9699426293373108,
"best_val_age_rmse": 0.1174851730465889,
"best_val_gender_f1": 0.9469081163406372,
"best_epoch": 12
} | {
"val_harmonic_mean_history": [
0.9553889632225036,
0.964488923549652,
0.9678813815116882,
0.9656999707221984,
0.9681202173233032,
0.9696670770645142,
0.9699426293373108,
0.9645293951034546,
0.9675949811935424,
0.9680346846580504,
0.9649598598480223,
0.9676792621612548... |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.