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
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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
Skills you'll practice
Details to know
Shareable certificate
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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
7 project images
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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Learner reviews
4.8
174 reviews
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1.14%
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Showing 3 of 174
DS
5
Reviewed on Jun 27, 2021
Amazing short-time project gives a glimpse of idea about transfer learning using tensor flow hub
WB
5
Reviewed on Feb 22, 2022
I was very happy to learn and did build my confidance to implement other projects
ZL
5
Reviewed on Jul 4, 2022
Great project on NLP and the use of transfer learning via Tensorflow Hub. The project was well explained, step by step. The fact that the results are displayed on TensorBoard is a real plus !
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Frequently asked questions
Because your workspace contains a cloud desktop that is sized for a laptop or desktop computer, Guided Projects are not available on your mobile device.
Guided Project instructors are subject matter experts who have experience in the skill, tool or domain of their project and are passionate about sharing their knowledge to impact millions of learners around the world.
You can download and keep any of your created files from the Guided Project. To do so, you can use the “File Browser” feature while you are accessing your cloud desktop.