Deep Learning Using Keras - A Complete and Compact Guide for Beginners [Video]
Video
Video
$44.99
Subscription
$15.99
What do you get with a Packt Subscription?
This book & 7000+ ebooks & video courses on 1000+ technologies
60+ curated reading lists for various learning paths
50+ new titles added every month on new and emerging tech
Early Access to eBooks as they are being written
Personalised content suggestions
Customised display settings for better reading experience
50+ new titles added every month on new and emerging tech
Playlists, Notes and Bookmarks to easily manage your learning
Mobile App with offline access
What do you get with a Packt Subscription?
This book & 6500+ ebooks & video courses on 1000+ technologies
60+ curated reading lists for various learning paths
50+ new titles added every month on new and emerging tech
Early Access to eBooks as they are being written
Personalised content suggestions
Customised display settings for better reading experience
50+ new titles added every month on new and emerging tech
Playlists, Notes and Bookmarks to easily manage your learning
Mobile App with offline access
What do you get with Video + Subscription?
Download this video in MP4 format, plus a monthly download credit
This book & 6500+ ebooks & video courses on 1000+ technologies
60+ curated reading lists for various learning paths
50+ new titles added every month on new and emerging tech
Early Access to eBooks as they are being written
Personalised content suggestions
Customised display settings for better reading experience
50+ new titles added every month on new and emerging tech
Playlists, Notes and Bookmarks to easily manage your learning
Mobile App with offline access
What do you get with a Packt Subscription?
This book & 6500+ ebooks & video courses on 1000+ technologies
60+ curated reading lists for various learning paths
50+ new titles added every month on new and emerging tech
Early Access to eBooks as they are being written
Personalised content suggestions
Customised display settings for better reading experience
50+ new titles added every month on new and emerging tech
Playlists, Notes and Bookmarks to easily manage your learning
Mobile App with offline access
What do you get with eBook?
What do I get with Print?
Get a paperback copy of the book delivered to your specified Address*
Download this book in EPUB and PDF formats
Access this title in our online reader
DRM FREE - Read whenever, wherever and however you want
Online reader with customised display settings for better reading experience
What do I get with Print?
What do you get with video?
What do you get with video?
What do you get with Audiobook?
What do you get with Exam Trainer?
Video
$44.99
Subscription
$15.99
What do you get with a Packt Subscription?
This book & 7000+ ebooks & video courses on 1000+ technologies
60+ curated reading lists for various learning paths
50+ new titles added every month on new and emerging tech
Early Access to eBooks as they are being written
Personalised content suggestions
Customised display settings for better reading experience
50+ new titles added every month on new and emerging tech
Playlists, Notes and Bookmarks to easily manage your learning
Mobile App with offline access
What do you get with a Packt Subscription?
This book & 6500+ ebooks & video courses on 1000+ technologies
60+ curated reading lists for various learning paths
50+ new titles added every month on new and emerging tech
Early Access to eBooks as they are being written
Personalised content suggestions
Customised display settings for better reading experience
50+ new titles added every month on new and emerging tech
Playlists, Notes and Bookmarks to easily manage your learning
Mobile App with offline access
What do you get with Video + Subscription?
Download this video in MP4 format, plus a monthly download credit
This book & 6500+ ebooks & video courses on 1000+ technologies
60+ curated reading lists for various learning paths
50+ new titles added every month on new and emerging tech
Early Access to eBooks as they are being written
Personalised content suggestions
Customised display settings for better reading experience
50+ new titles added every month on new and emerging tech
Playlists, Notes and Bookmarks to easily manage your learning
Mobile App with offline access
What do you get with a Packt Subscription?
This book & 6500+ ebooks & video courses on 1000+ technologies
60+ curated reading lists for various learning paths
50+ new titles added every month on new and emerging tech
Early Access to eBooks as they are being written
Personalised content suggestions
Customised display settings for better reading experience
50+ new titles added every month on new and emerging tech
Playlists, Notes and Bookmarks to easily manage your learning
Mobile App with offline access
What do you get with eBook?
Download this book in EPUB and PDF formats
Access this title in our online reader
DRM FREE - Read whenever, wherever and however you want
Online reader with customised display settings for better reading experience
What do I get with Print?
Get a paperback copy of the book delivered to your specified Address*
Download this book in EPUB and PDF formats
Access this title in our online reader
DRM FREE - Read whenever, wherever and however you want
Online reader with customised display settings for better reading experience
What do I get with Print?
Get a paperback copy of the book delivered to your specified Address*
Access this title in our online reader
Online reader with customised display settings for better reading experience
What do you get with video?
Download this video in MP4 format
Access this title in our online reader
DRM FREE - Watch whenever, wherever and however you want
Online reader with customised display settings for better learning experience
What do you get with video?
Stream this video
Access this title in our online reader
DRM FREE - Watch whenever, wherever and however you want
Online reader with customised display settings for better learning experience
What do you get with Audiobook?
Download a zip folder consisting of audio files (in MP3 Format) along with supplementary PDF
What do you get with Exam Trainer?
Flashcards, Mock exams, Exam Tips, Practice Questions
Access these resources with our interactive certification platform
Mobile compatible-Practice whenever, wherever, however you want
-
Free ChapterCourse Introduction
-
Introduction
-
Setting Up Computer
-
Python Basics
-
NumPy Basics
-
Matplotlib Basics
-
Pandas Basics
-
Installing Libraries
-
Artificial Neuron and Neural Network
-
Activation Functions
-
Popular Activation Functions
-
Popular Types of Loss Functions
-
Popular Types of Optimizers
-
Popular Neural Network Types
-
King County House Sales Regression Model
- Step 1 - Fetch and Load Dataset
- Step 2 and 3 - EDA (Exploratory Data Analysis) and Data Preparation - Part 1
- Step 2 and 3 - EDA and Data Preparation - Part 2
- Step 4 - Defining the Keras Model - Part 1
- Step 4 - Defining the Keras Model - Part 2
- Step 5 and 6 - Compile and Fit Model
- Step 7 - Visualize Training and Metrics
- Step 8 - Prediction Using the Model
-
Heart Disease Binary Classification Model
- Heart Disease Binary Classification Model - Introduction
- Step 1 - Fetch and Load Data
- Step 2 and 3 - EDA and Data Preparation - Part 1
- Step 2 and 3 - EDA and Data Preparation - Part 2
- Step 4 - Defining the Model
- Step 5 and 6 - Compile Fit and Plot the Model
- Step 7 - Predicting Heart Disease Using Model
-
Red Wine Quality Multiclass Classification Model
-
Digital Image Basics
-
Image Augmentation
-
Convolutional Neural Network
-
Flowers CNN Image Classification Model
- Fetch Load and Prepare Data
- Create Test and Train Folders
- Defining the Model - Part 1
- Defining the Model - Part 2
- Defining the Model - Part 3
- Training and Visualization
- Save Model for Later Use
- Load Saved Model and Predict
- Improving Model - Optimization Techniques
- Dropout Regularization
- Padding and Filter Optimization
- Augmentation Optimization
- Hyper Parameter Tuning - Part 1
- Hyper Parameter Tuning - Part 2
-
Transfer Learning Using Pretrained Models
-
VGG16 and VGG19 Prediction
-
ResNet50
-
Transfer Learning Training Flowers Dataset
-
Transfer Learning Flower Prediction
-
VGG16 Transfer Learning Using Google Colab GPU
-
VGG19 Transfer Learning using Google Colab GPU
-
ResNet-50 Transfer Learning using Google Colab GPU
About this
video
The artificial intelligence domain is divided broadly into deep learning and machine learning. In fact, deep learning is machine learning itself but deep learning with its deep neural networks and algorithms tries to learn high-level features from data without human intervention. That makes deep learning the base of all future self-intelligent systems.
This course begins with going over the basics of Python and then quickly moves on to important libraries of Python that are critical to data analysis and visualizations, such as NumPy, Pandas, and Matplotlib. After the basics, we will then install the deep learning libraries—Theano and TensorFlow—and the API for dealing with these called Keras.
Then, before we jump into deep learning, we will have an elaborate theory session about the basic structure of artificial neuron and neural networks, and about activation functions, loss functions, and optimizers.
Furthermore, we will create deep learning multi-layer neural network models for a text-based dataset and then convolutional neural networks for an image-based dataset.
You will also learn how the basic CNN layers such as the convolution layer, the pooling layer, and the fully connected layer work. Then, we will use different techniques to improve the quality of a model and perform optimization using image augmentation.
By the end of this course, you will have a complete understanding of deep learning and will be able to implement these skills in your own projects.
The complete code bundle for this course is available at https://github.com/PacktPublishing/Deep-Learning-using-Keras---A-Complete-and-Compact-Guide-for-Beginners
- Publication date:
- October 2021
- Publisher
- Packt
- Duration
- 9 hours 34 minutes
- ISBN
- 9781803242835