Natural Language Processing in TensorFlow

External: Coursera Courses ↗ · Coursera

Open Course on External: Coursera

Free to audit · Opens on External: Coursera

Natural Language Processing in TensorFlow

Coursera · Intermediate ·🧬 Deep Learning ·3mo ago
Skills: ML Pipelines80%

Key Takeaways

Builds natural language processing systems using TensorFlow and teaches best practices for using the framework

Original Description

If you are a software developer who wants to build scalable AI-powered algorithms, you need to understand how to use the tools to build them. This Specialization will teach you best practices for using TensorFlow, a popular open-source framework for machine learning. In Course 3 of the DeepLearning.AI TensorFlow Developer Specialization, you will build natural language processing systems using TensorFlow. You will learn to process text, including tokenizing and representing sentences as vectors, so that they can be input to a neural network. You’ll also learn to apply RNNs, GRUs, and LSTMs in TensorFlow. Finally, you’ll get to train an LSTM on existing text to create original poetry! The Machine Learning course and Deep Learning Specialization from Andrew Ng teach the most important and foundational principles of Machine Learning and Deep Learning. This new DeepLearning.AI TensorFlow Developer Specialization teaches you how to use TensorFlow to implement those principles so that you can start building and applying scalable models to real-world problems. To develop a deeper understanding of how neural networks work, we recommend that you take the Deep Learning Specialization.
Watch on External: Coursera ↗ (saves to browser)
Sign in to unlock AI tutor explanation · ⚡30

Related AI Lessons

Want to get started with deep learning
Get started with deep learning by leveraging resources like Andrew Karpathy's playlist and frameworks such as TensorFlow or PyTorch
Reddit r/deeplearning
Building a Deepfake Detector From Scratch — What Nobody Tells You
Learn to build a deepfake detector from scratch and understand the challenges involved in detecting AI-generated fake media
Medium · Deep Learning
Unfolding the Meandering Path: High-Dimensional Invariance and the Flat 2D Plane of Neural…
Learn about high-dimensional invariance and its relation to the flat 2D plane of neural networks, and how to apply these concepts to improve model performance
Medium · Deep Learning
Implementing Neural Style Transfer from Scratch: The Project That Started It All
Learn to implement Neural Style Transfer from scratch and understand its significance in deep learning
Medium · Deep Learning
Up next
Image Classification with ml5.js
The Coding Train
Watch →