Objectives → By end of this, you will be able to use
- Various Pre-trained NLP Models from TensorFlow Hub (thub.dev)
- Use transfer learning to fine tune text data
- Visualize Model Performance metric with Tensorboard
Problem Statement → Detect Toxic Comment (Quora Insincere Questions Classification)
!nvidia-smi → Command to tell GPU status
Notebook on colab is opened using A/C → goelaakash12@gmail.com
import tensorflow as tf
print(“Version: “, tf.__version__)
print(“Hub version: “, hub.__version__)
print(“GPU is”, “available” if tf.config.list_physical_devices(‘GPU’) else “NOT AVAILABLE”)
SWIVEL — EMBEDDING (20 DIMENSION)
Paper → https://arxiv.org/abs/1602.02215
Quiz
END of QUIZ
References
https://www.coursera.org/learn/transfer-learning-nlp-tensorflow-hub/home/week/1