Book

Hands-On One-shot Learning with Python

This book is a step by step guide to one-shot learning using Python-based libraries. It is designed to help you understand and design models that can learn information about your data from one, or only a few, training examples. You will also learn to apply these techniques with real-world examples and datasets for classification and regression.

Offered byPackt Logo

Difficulty Level

Intermediate

Completion Time

5h12m

Language

English

About Book

Who Is This Book For?

If you're an AI researcher or a machine learning or deep learning expert looking to explore one-shot learning, this book is for you. It will help you get started with implementing various one-shot techniques to train models faster. Some Python programming experience is necessary to understand the concepts covered in this book.

Book content

chapters 5h12m total length

Introduction to One-shot Learning

Metrics-Based Methods

Models-Based Methods

Optimization-Based Methods

Generative Modeling-Based Methods

Conclusion and Other Approaches

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