Commit From AutoTrain
Browse files- .gitattributes +3 -0
- README.md +51 -0
- config.json +3 -0
- model.joblib +3 -0
.gitattributes
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README.md
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---
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tags:
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- autotrain
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- tabular
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- classification
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- tabular-classification
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datasets:
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- Alexei1/autotrain-data-imdb-sentiment-analysis
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co2_eq_emissions:
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emissions: 0.018564765189754893
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---
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# Model Trained Using AutoTrain
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- Problem type: Multi-class Classification
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- Model ID: 1530155186
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- CO2 Emissions (in grams): 0.0186
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## Validation Metrics
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- Loss: 0.694
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- Accuracy: 0.487
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- Macro F1: 0.218
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- Micro F1: 0.487
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- Weighted F1: 0.319
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- Macro Precision: 0.162
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- Micro Precision: 0.487
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- Weighted Precision: 0.237
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- Macro Recall: 0.333
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- Micro Recall: 0.487
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- Weighted Recall: 0.487
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## Usage
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```python
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import json
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import joblib
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import pandas as pd
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model = joblib.load('model.joblib')
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config = json.load(open('config.json'))
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features = config['features']
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# data = pd.read_csv("data.csv")
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data = data[features]
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data.columns = ["feat_" + str(col) for col in data.columns]
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predictions = model.predict(data) # or model.predict_proba(data)
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```
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config.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:0cc6b0148cff32fe1bb8730029b524a87392f45940473e67180c1f8f129fc9b5
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size 380
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model.joblib
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version https://git-lfs.github.com/spec/v1
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oid sha256:44a35ffe6ba44b635fa8f83958bf4e79b7e235f21d7fb206e1908c57c71eeb75
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size 3584197
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