Hands-On GPU Programming with Python and CUDA
Explore high-performance parallel computing with CUDA
| Price | $44.99 - $60.15
|
| Rating |   |
| Author | Dr. Brian Tuomanen |
| Publisher | Packt Publishing |
| Published | 2018 |
| Pages | 310 |
| Language | English |
| Format | Paper book / ebook (PDF) |
| ISBN-10 | 1788993918 |
| ISBN-13 | 9781788993913 |
Hands-On GPU Programming with Python and CUDA hits the ground running: you'll start by learning how to apply Amdahl's Law, use a code profiler to identify bottlenecks in your Python code, and set up an appropriate GPU programming environment. You'll then see how to "query" the GPU's features and copy arrays of data to and from the GPU's own memory.
As you make your way through the book, you'll launch code directly onto the GPU and write full blown GPU kernels and device functions in CUDA C. You'll get to grips with profiling GPU code effectively and fully test and debug your code using Nsight IDE. Next, you'll explore some of the more well-known NVIDIA libraries, such as cuFFT and cuBLAS.
With a solid background in place, you will now apply your new-found knowledge to develop your very own GPU-based deep neural network from scratch. You'll then explore advanced topics, such as warp shuffling, dynamic parallelism, and PTX assembly. In the final chapter, you'll see some topics and applications related to GPU programming that you may wish to pursue, including AI, graphics, and blockchain.
By the end of this book, you will be able to apply GPU programming to problems related to data science and high-performance computing.
- Dr. Brian Tuomanen
4 5 6
Similar Books
Hands-On Bitcoin Programming with Python
by Harish Kumar Garg
Bitcoin is a cryptocurrency that's changing the face of online payments. Hands-On Bitcoin Programming with Python teaches you to build software applications for mining and creating Bitcoins using Python.This book starts with the basics of both Bitcoin and blockchain and gives you an overview of these inherent concepts by showing you ...
Price: $24.99 | Publisher: Packt Publishing | Release: 2018
Hands-On System Programming with Linux
by Kaiwan N Billimoria
The Linux OS and its embedded and server applications are critical components of today's software infrastructure in a decentralized, networked universe. The industry's demand for proficient Linux developers is only rising with time. Hands-On System Programming with Linux gives you a solid theoretical base and practical industry-...
Price: $49.99 | Publisher: Packt Publishing | Release: 2018
Hands-on Machine Learning with Python
by Ashwin Pajankar, Aditya Joshi
Here is the perfect comprehensive guide for readers with basic to intermediate level knowledge of machine learning and deep learning. It introduces tools such as NumPy for numerical processing, Pandas for panel data analysis, Matplotlib for visualization, Scikit-learn for machine learning, and Pytorch for deep learning with Python. It als...
Price: $38.06 | Publisher: Apress | Release: 2022
Hands-On Markov Models with Python
by Ankur Ankan, Abinash Panda
Hidden Markov Model (HMM) is a statistical model based on the Markov chain concept. Hands-On Markov Models with Python helps you get to grips with HMMs and different inference algorithms by working on real-world problems. The hands-on examples explored in the book help you simplify the process flow in machine learning by using Markov mode...
Price: $34.99 | Publisher: Packt Publishing | Release: 2018
Hands-On Reactive Programming with Reactor
by Rahul Sharma
Reactor is an implementation of the Java 9 Reactive Streams specification, an API for asynchronous data processing. This specification is based on a reactive programming paradigm, enabling developers to build enterprise-grade, robust applications with reduced complexity and in less time. Hands-On Reactive Programming with Reactor shows yo...
Price: $39.99 | Publisher: Packt Publishing | Release: 2018
Hands-On Reactive Programming with Python
by Romain Picard
Reactive programming is central to many concurrent systems, but it's famous for its steep learning curve, which makes most developers feel like they're hitting a wall. With this book, you will get to grips with reactive programming by steadily exploring various conceptsThis hands-on guide gets you started with Reactive Programmi...
Price: $44.99 | Publisher: Packt Publishing | Release: 2018
Hands-On MQTT Programming with Python
by Gaston C. Hillar
MQTT is a lightweight messaging protocol for small sensors and mobile devices. This book explores the features of the latest versions of MQTT for IoT and M2M communications, how to use them with Python 3, and allow you to interact with sensors and actuators using Python.The book begins with the specific vocabulary of MQTT and its working ...
Price: $38.99 | Publisher: Packt Publishing | Release: 2018
Building Versatile Mobile Apps with Python and REST
by Art Yudin
Develop versatile iOS apps using Python with RESTful web services. This book will show you how to blend Django, a high-level Python Web framework, with Django REST, the powerful, feature-filled extension, to build iOS mobile apps.Using easy-to-follow examples, you'll begin by building a simple app using the RESTful Web API and iOS. Y...
Price: $28.62 | Publisher: Apress | Release: 2020