This is a hands-on project on transfer learning for natural language processing with TensorFlow and TF Hub. By the time you complete this project, you will be able to use pre-trained NLP text embedding models from TensorFlow Hub, perform transfer learning to fine-tune models on real-world data, build and evaluate multiple models for text classification with TensorFlow, and visualize model performance metrics with Tensorboard.
Transfer Learning for NLP with TensorFlow Hub
Transfer Learning for NLP with TensorFlow Hub
Instructor: Snehan Kekre
Sponsored by Louisiana Workforce Commission
10,671 already enrolled
Learn, practice, and apply job-ready skills with expert guidance
4.8
(174 reviews)
Intermediate level
Recommended experience
1.5 hours
Learn at your own pace
Hands-on learning
What you'll learn
Use pre-trained NLP text embedding models from TensorFlow Hub
Perform transfer learning to fine-tune models on real-world text data
Visualize model performance metrics with TensorBoard
Details to know
Shareable certificate
Add to your LinkedIn profile
Taught in English
No downloads or installation required
Only available on desktop
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About this Guided Project
Learn step-by-step
In a video that plays in a split-screen with your work area, your instructor will walk you through these steps:
Introduction to the Project (9 min)
Setup your TensorFlow and Colab Runtime (10 min)
Download and Import the Quora Insincere Questions Dataset (13 min)
TensorFlow Hub for Natural Language Processing (11 min)
Define Function to Build and Compile Models (9 min)
Define Function to Compile and Train Models (8 min)
Train Various Text Classification Models (6 min)
Compare Accuracy and Loss Curves (4 min)
Fine-tuning Models from TF Hub (3 min)
Train Bigger Models and Visualize Metrics with TensorBoard (7 min)
Recommended experience
It is assumed that are competent in Python programming and have prior experience with building deep learning NLP models with TensorFlow or Keras
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Instructor
Instructor ratings
4.8 (8 ratings)Offered by
How you'll learn
Skill-based, hands-on learning
Practice new skills by completing job-related tasks.
Expert guidance
Follow along with pre-recorded videos from experts using a unique side-by-side interface.
No downloads or installation required
Access the tools and resources you need in a pre-configured cloud workspace.
Available only on desktop
This Guided Project is designed for laptops or desktop computers with a reliable Internet connection, not mobile devices.
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4.8
174 reviews
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Showing 3 of 174
AQ
5
Reviewed on Nov 20, 2021
This is an amazing tutorial for me as I am learning technologies of AI in various techniques. Found this very helpful and clear instruction given by the tutor.
SJ
5
Reviewed on Jul 24, 2021
This is definitely a good project for TensorFlow tech learning. The instructor was very inspired.
JB
4
Reviewed on Sep 30, 2020
Nice project ... Make a tutorial for neural style transfer with different type of GAN...
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