The 11th assignement of DeepLearning course- Text classification with emoji
"❤️", "⚾️", "😄", "😔", "🍴"
pip install -r requirements.txt
python emoji_text_classification.py
Feature vector dimension | Train Loss | Train Accuracy | Test Loss | Test Accuracy | Inference Time (s) |
---|---|---|---|---|---|
50d | 0.31 | 0.94 | 0.39 | 0.87 | 0.077 |
100d | 0.16 | 0.97 | 0.42 | 0.78 | 0.059 |
200d | 0.12 | 0.99 | 0.43 | 0.80 | 0.060 |
300d | 0.12 | 1.00 | 0.43 | 0.85 | 0.067 |
Feature vector dimension | Train Loss | Train Accuracy | Test Loss | Test Accuracy | Inference Time (s) |
---|---|---|---|---|---|
50d | 0.50 | 0.84 | 0.46 | 0.85 | 0.074 |
100d | 0.40 | 0.88 | 0.48 | 0.82 | 0.072 |
200d | 0.19 | 0.95 | 0.42 | 0.80 | 0.070 |
300d | 0.10 | 1.00 | 0.39 | 0.82 | 0.101 |