Sign In Start Free Trial
Account

Add to playlist

Create a Playlist

Modal Close icon
You need to login to use this feature.
  • Book Overview & Buying Natural Language Processing - Deep Learning Models in Python
  • Table Of Contents Toc
Natural Language Processing - Deep Learning Models in Python

Natural Language Processing - Deep Learning Models in Python

By : Lazy Programmer
close
close
Natural Language Processing - Deep Learning Models in Python

Natural Language Processing - Deep Learning Models in Python

By: Lazy Programmer

Overview of this book

Embark on a journey into Natural Language Processing (NLP) with a focus on deep learning models using Python. The course starts with an introduction to neurons, explaining how they form the basic building blocks of neural networks. You will learn to fit lines and prepare classification codes, culminating in practical text classification tasks using TensorFlow. Progressing to Feedforward Artificial Neural Networks (ANNs), you will delve into forward propagation, activation functions, and multiclass classification. The course includes extensive code preparation for text classification in TensorFlow, covering text preprocessing, embeddings, and advanced techniques like Continuous Bag of Words (CBOW). This section ensures you understand the geometrical aspects and hyperparameter tuning. The course then explores Convolutional Neural Networks (CNNs) and Recurrent Neural Networks (RNNs), crucial for advanced NLP tasks. You will learn the intricacies of convolutions, CNN architecture, and their application to text. The RNN section covers simple RNNs, GRUs, and LSTMs, with hands-on exercises in text classification, parts-of-speech tagging, and named entity recognition in TensorFlow. Each section is designed to build your skills progressively, ensuring a deep understanding of both theoretical concepts and practical applications.
Table of Contents (6 chapters)
close
close
You're currently viewing a free sample. Access the full title and Packt library for free now with a free trial.
Chapter: 4
Feedforward Artificial Neural Networks
Icon This video is locked
Icon
Icon
0:00
2.0x
1.5x
1.25x
1.0x
0.5x
caption settings
caption off
Icon Icon
ShowHide Transcripts Icon
CONTINUE WATCHING
83
Tech Concepts
36
Programming languages
73
Tech Tools
Icon Unlimited access to the largest independent learning library in tech of over 8,000 expert-authored tech books and videos.
Icon Innovative learning tools, including AI book assistants, code context explainers, and text-to-speech.
Icon 50+ new titles added per month and exclusive early access to books as they are being written.
Natural Language Processing - Deep Learning Models in Python
notes
bookmark Notes and Bookmarks search Search in title playlist Add to playlist font-size Font size

Change the font size

margin-width Margin width

Change margin width

day-mode Day/Sepia/Night Modes

Change background colour

Close icon Search
Country selected

Close icon Your notes and bookmarks

Confirmation

Modal Close icon
claim successful

Buy this book with your credits?

Modal Close icon
Are you sure you want to buy this book with one of your credits?
Close
YES, BUY

Submit Your Feedback

Modal Close icon
Modal Close icon
Modal Close icon