Deep Learning in Modern C++ Luiz Carlos d?Oleron
- Autor:
- Luiz Carlos d?Oleron
- Wydawnictwo:
- BPB Publications
- Ocena:
- Stron:
- 462
- Dostępne formaty:
-
ePubMobi
Opis
książki
:
Deep Learning in Modern C++
Deep learning is revolutionizing how we approach complex problems, and harnessing its power directly within C++ provides unparalleled control and efficiency. This book bridges the gap between cutting-edge deep learning techniques and the robust, high-performance capabilities of modern C++, empowering developers to build sophisticated AI applications from the ground up.
This book guides you through the entire development lifecycle, starting with a solid foundation in the modern features and essential libraries, like Eigen, for C++. You will master core deep learning concepts by implementing convolutions, fully connected layers, and activation functions, while learning to optimize models using gradient descent, backpropagation, and advanced optimizers like SGD, Momentum, RMSProp, and Adam. Crucial topics like cross-validation, regularization, and performance evaluation are covered, ensuring robust and reliable applications. Finally, you will dive into computer vision, building image classifiers and object localization systems, leveraging transfer learning for optimal performance.
By the end of this book, you will be proficient in developing and deploying deep learning models within C++, equipped with the tools and knowledge to tackle real-world AI challenges with confidence and precision. What you will learn
Implement core deep learning models in modern C++.
Code CNNs, RNNs, GANs, and optimization techniques.
Build and test robust deep learning C++ applications.
Apply transfer learning in C++ computer vision tasks.
Master backpropagation and gradient descent in C++.
Develop image classifiers and object detectors in C++.
Who this book is for
This book is tailored for C++ developers, data scientists, and machine learning engineers seeking to implement deep learning models using modern C++. A foundational understanding of C++ programming and basic linear algebra is recommended. Table of Contents
1. Introduction to Deep Learning Programming
2. Coding Deep Learning with Modern C++
3. Testing Deep Learning Code
4. Implementing Convolutions
5. Coding the Fully Connected Layer
6. Learning by Minimizing Cost Functions
7. Defining Activation Functions
8. Using Pooling Layers
9. Coding the Gradient Descent Algorithm
10. Coding the Backpropagation Algorithm
11. Underfitting, Overfitting, and Regularization
12. Implementing Cross-validation, Mini Batching, and Model Performance Metrics
13. Implementing Optimizers
14. Introducing Computer Vision Models
15. Developing an Image Classifier
16. Leveraging Training Performance with Transfer Learning
17. Developing an Object Localization System
Szczegóły książki
- ISBN Ebooka:
- 978-93-658-9351-9, 9789365893519
- Data wydania ebooka :
-
2025-04-23
Data wydania ebooka często jest dniem wprowadzenia tytułu do sprzedaży i może nie być równoznaczna
z datą wydania książki papierowej. Dodatkowe informacje możesz znaleźć w darmowym fragmencie.
Jeśli masz wątpliwości skontaktuj się z nami sklep@helion.pl.
- Język publikacji:
- 1
- Rozmiar pliku ePub:
- 31.5MB
- Rozmiar pliku Mobi:
- 31.5MB
BPB Publications - inne książki
-
Description In an era where cloud computing, AI, and automation are reshaping industries, this book offers a comprehensive guide for IT professionals seeking to master modern software architecture. It will help bridge the gap between technical expertise and strategic leadership, empowering developers and mid-career professionals to stay ahead in an-
- ePub + Mobi pkt
(85,49 zł najniższa cena z 30 dni)
89.91 zł
99.90 zł (-10%) -
-
Description Mastering Azure Serverless Computing offers a modern approach to application development, enabling developers to build and deploy applications without managing infrastructure. This approach allows for faster development, greater scalability, and reduced operational costs. This book is your guide to building agile and cost-effective clou-
- ePub + Mobi pkt
(85,49 zł najniższa cena z 30 dni)
89.91 zł
99.90 zł (-10%) -
-
Description Microsoft Defender for Endpoint is a powerful tool for securing your environment, and this book is your practical guide to using it effectively. Written by an engineer who works hands-on with the daily challenges of IT infrastructure, it covers everything from on-prem data centers to cloud platforms like AWS, Azure, and GCP, across Wind-
- ePub + Mobi pkt
(85,49 zł najniższa cena z 30 dni)
89.91 zł
99.90 zł (-10%) -
-
Description In today's digital landscape, distributed systems are the backbone of scalable and reliable applications, powering everything from e-commerce giants to real-time streaming services. This book, Building Distributed Systems, provides a practical and accessible guide to understanding and constructing these complex architectures, bridging t-
- ePub + Mobi pkt
(85,49 zł najniższa cena z 30 dni)
89.91 zł
99.90 zł (-10%) -
-
Description GenAI and Python are changing how we use technology, making it essential to understand both to stay innovative and work efficiently. GenAI significantly impacts learning Python by generating personalized code snippets, accelerating the learning process. This book bridges the gap between traditional education and the practical challenges-
- ePub + Mobi pkt
(85,49 zł najniższa cena z 30 dni)
89.91 zł
99.90 zł (-10%) -
-
Description AI is redefining how businesses solve problems, automate decisions, and deliver value. LangChain, an emerging framework, streamlines the integration of large language models into real-world applications, making AI more actionable and accessible. Unlock the power of cutting-edge AI with LangChain, a revolutionary Python framework designe-
- ePub + Mobi pkt
(85,49 zł najniższa cena z 30 dni)
89.91 zł
99.90 zł (-10%) -
-
Description In todays digitally powered world, JavaScript lies at the heart of nearly every web application. From dynamic user interfaces to behind-the-scenes logic, JavaScript enables everything from online shopping to learning new skills and connecting with global communities. This book is your guide to mastering JavaScript through design pattern-
- ePub + Mobi pkt
(85,49 zł najniższa cena z 30 dni)
89.91 zł
99.90 zł (-10%) -
-
Description In today's dynamic technological landscape, a strong foundation in software engineering is crucial for building reliable and scalable systems. Fundamentals of Software Engineering (2nd edition) serves as a comprehensive guide, empowering readers with the essential knowledge and skills to excel in this ever-evolving field, now enhanced w-
- ePub + Mobi pkt
(85,49 zł najniższa cena z 30 dni)
89.91 zł
99.90 zł (-10%) -
-
Description This book explores how generative AI is transforming the healthcare industry, enabling smarter decision-making, enhanced patient care, and improved operational efficiency. This book serves as your essential guide to understanding and applying these cutting-edge technologies, specifically designed for healthcare professionals seeking to-
- ePub + Mobi pkt
(85,49 zł najniższa cena z 30 dni)
89.91 zł
99.90 zł (-10%) -
-
Description iOS development is a highly sought-after skill in today's tech industry, and this book, iOS Development for Jobseekers, is your direct pathway to mastering it and landing your dream job. It provides a solid foundation in Swift, Apple's SDKs, and essential architectural patterns, ensuring you are well-prepared for any iOS development int-
- ePub + Mobi pkt
(85,49 zł najniższa cena z 30 dni)
89.91 zł
99.90 zł (-10%) -
Dzięki opcji "Druk na żądanie" do sprzedaży wracają tytuły Grupy Helion, które cieszyły sie dużym zainteresowaniem, a których nakład został wyprzedany.
Dla naszych Czytelników wydrukowaliśmy dodatkową pulę egzemplarzy w technice druku cyfrowego.
Co powinieneś wiedzieć o usłudze "Druk na żądanie":
- usługa obejmuje tylko widoczną poniżej listę tytułów, którą na bieżąco aktualizujemy;
- cena książki może być wyższa od początkowej ceny detalicznej, co jest spowodowane kosztami druku cyfrowego (wyższymi niż koszty tradycyjnego druku offsetowego). Obowiązująca cena jest zawsze podawana na stronie WWW książki;
- zawartość książki wraz z dodatkami (płyta CD, DVD) odpowiada jej pierwotnemu wydaniu i jest w pełni komplementarna;
- usługa nie obejmuje książek w kolorze.
Masz pytanie o konkretny tytuł? Napisz do nas: sklep@helion.pl
Książka drukowana
Oceny i opinie klientów: Deep Learning in Modern C++ Luiz Carlos d?Oleron
(0)