Hands-On Meta Learning with Python

Explore a diverse set of meta-learning algorithms and techniques to enable human-like cognition for your machine learning models using various Python frameworks

Hands-On Meta Learning with Python

Sudharsan Ravichandiran
New Release!

Explore a diverse set of meta-learning algorithms and techniques to enable human-like cognition for your machine learning models using various Python frameworks
Packt Subscription
$5.00
$9.99/m after first month
eBook
$5.00
RRP $31.99
Save 84%
Print + eBook
$39.99
RRP $39.99
What do I get with a Packt subscription?
  • Exclusive monthly discount - no contract
  • Unlimited access to entire Packt library of 6500+ eBooks and Videos
  • 120 new titles added every month, on new and emerging tech
What do I get with an eBook?
  • Download this book in EPUB, PDF, MOBI formats
  • DRM FREE - read and interact with your content when you want, where you want, and how you want
  • Access this title in the subscription reader
What do I get with Print & eBook?
  • Get a paperback copy of the book delivered to you
  • Download this book in EPUB, PDF, MOBI formats
  • DRM FREE - read and interact with your content when you want, where you want, and how you want
  • Access this title in the subscription reader
What do I get with a Video?
  • Download this Video course in MP4 format
  • DRM FREE - read and interact with your content when you want, where you want, and how you want
  • Access this title in the subscription reader
$5.00
$5.00
$39.99
$9.99/m after first month
RRP $31.99
RRP $39.99
Subscription
eBook
Print + eBook
Subscribe Now

Frequently bought together


Hands-On Meta Learning with Python Book Cover
Hands-On Meta Learning with Python
$ 31.99
$ 5.00
Data Visualization with Python Book Cover
Data Visualization with Python
$ 35.99
$ 5.00
Buy 2 for $10.00
Save $57.98
Add to Cart

Book Details

ISBN 139781789534207
Paperback226 pages

Book Description

Meta learning is an exciting research trend in machine learning, which enables a model to understand the learning process. Unlike other ML paradigms, with meta learning you can learn from small datasets faster.

Hands-On Meta Learning with Python starts by explaining the fundamentals of meta learning and helps you understand the concept of learning to learn. You will delve into various one-shot learning algorithms, like siamese, prototypical, relation and memory-augmented networks by implementing them in TensorFlow and Keras. As you make your way through the book, you will dive into state-of-the-art meta learning algorithms such as MAML, Reptile, and CAML. You will then explore how to learn quickly with Meta-SGD and discover how you can perform unsupervised learning using meta learning with CACTUs. In the concluding chapters, you will work through recent trends in meta learning such as adversarial meta learning, task agnostic meta learning, and meta imitation learning.

By the end of this book, you will be familiar with state-of-the-art meta learning algorithms and able to enable human-like cognition for your machine learning models.

Table of Contents

What You Will Learn

  • Understand the basics of meta learning methods, algorithms, and types
  • Build voice and face recognition models using a siamese network
  • Learn the prototypical network along with its variants
  • Build relation networks and matching networks from scratch
  • Implement MAML and Reptile algorithms from scratch in Python
  • Work through imitation learning and adversarial meta learning
  • Explore task agnostic meta learning and deep meta learning

Authors

Table of Contents

Book Details

ISBN 139781789534207
Paperback226 pages
Read More

Read More Reviews

Recommended for You

Data Visualization with Python Book Cover
Data Visualization with Python
$ 35.99
$ 5.00
Learning Microsoft Cognitive Services - Third Edition Book Cover
Learning Microsoft Cognitive Services - Third Edition
$ 35.99
$ 5.00
Interactive Data Visualization with Python Book Cover
Interactive Data Visualization with Python
$ 27.99
$ 5.00
Big Data Analysis with Python Book Cover
Big Data Analysis with Python
$ 27.99
$ 5.00
Architects of Intelligence Book Cover
Architects of Intelligence
$ 19.99
$ 5.00
Learn Web Development with Python Book Cover
Learn Web Development with Python
$ 39.99
$ 5.00