June 2023
Intermediate to advanced
574 pages
11h 48m
Chinese
Overview
人们通常认为只有数学博士和大型科技公司才能涉足深度学习这个专属领域。但在本书中，大家可以看到在几乎没有任何数学背景、只有少量数据和代码的情况下，程序员只要熟悉Python，就可以在深度学习中取得令人惊叹的结果。那么是怎么实现的呢？通过fastai库即可，这是第一个深度学习应用程序中常用的且提供持续稳定接口的库。
在这本书中，fast.ai的创建者杰里米·霍华德（Jeremy Howard）和西尔文·古格（Sylvain Gugger）向大家展示了使用fastai和PyTorch在大量任务上训练模型的方式。并且，大家还将逐步深入了解深度学习的理论，以便全面理解算法背后的原理。
- 训练计算机视觉、自然语言处理、表格数据和协同过滤模型
- 学习在实践中重要且前沿的深度学习技术
- 通过了解深度学习模型的工作原理，来提高模型训练的准确率、速度和可靠性
- 了解如何将自己的模型转换为Web应用程序
- 从头开始实现深度学习算法
- 思考模型训练背后的伦理
- 从PyTorch联合创始人Soumith Chintala的序中获得领悟
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.
Read now
Unlock full access
More than 5,000 organizations count on O’Reilly
O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.