Structured Data Model Classification Issue
Budget: $10 – $30 USD
I'm facing a data leakage issue while training a structured data model for classification. A glimpse below:
Epoch 1/25: 100%|█| 664/664 [18:29<00:00, 1.67s/batch, Accuracy=0.999, Loss=0.0
Validation: 100%|██████████████████████████| 166/166 [04:26<00:00, 1.60s/batch]
Epoch 1/25 - Train Loss: 0.0009 - Train Accuracy: 0.9987 - Val Loss: 0.0000 - Val Accuracy: 1.0000
Epoch 2/25: 100%|█| 664/664 [18:25<00:00, 1.66s/batch, Accuracy=1, Loss=2.3e-6]
Validation: 100%|██████████████████████████| 166/166 [04:25<00:00, 1.60s/batch]
Epoch 2/25 - Train Loss: 0.0000 - Train Accuracy: 1.0000 - Val Loss: 0.0000 - Val Accuracy: 1.0000
It starts with high accuracy.
I'm looking for someone with experience in model training and data handling to help me identify and fix the data leakage issue so that the model can learn normally. The ideal freelancer would be proficient in:
- Working REMOTELY on my laptop
- Structured data handling
- Classification model training
- Data privacy and handling standards
- Debugging and resolving data leakage issues
Please provide examples of similar projects you've worked on and how you handled data sensitivity issues. A proposal detailing the steps you'd take to diagnose and resolve the data leakage is highly appreciated.
Epoch 1/25: 100%|█| 664/664 [18:29<00:00, 1.67s/batch, Accuracy=0.999, Loss=0.0
Validation: 100%|██████████████████████████| 166/166 [04:26<00:00, 1.60s/batch]
Epoch 1/25 - Train Loss: 0.0009 - Train Accuracy: 0.9987 - Val Loss: 0.0000 - Val Accuracy: 1.0000
Epoch 2/25: 100%|█| 664/664 [18:25<00:00, 1.66s/batch, Accuracy=1, Loss=2.3e-6]
Validation: 100%|██████████████████████████| 166/166 [04:25<00:00, 1.60s/batch]
Epoch 2/25 - Train Loss: 0.0000 - Train Accuracy: 1.0000 - Val Loss: 0.0000 - Val Accuracy: 1.0000
It starts with high accuracy.
I'm looking for someone with experience in model training and data handling to help me identify and fix the data leakage issue so that the model can learn normally. The ideal freelancer would be proficient in:
- Working REMOTELY on my laptop
- Structured data handling
- Classification model training
- Data privacy and handling standards
- Debugging and resolving data leakage issues
Please provide examples of similar projects you've worked on and how you handled data sensitivity issues. A proposal detailing the steps you'd take to diagnose and resolve the data leakage is highly appreciated.