Building LLMs with PyTorch Anand Trivedi
- Autor:
- Anand Trivedi
- Wydawnictwo:
- BPB Publications
- Ocena:
- Stron:
- 534
- Dostępne formaty:
-
ePubMobi
Opis
książki
:
Building LLMs with PyTorch
Description
PyTorch has become the go-to framework for building cutting-edge large language models (LLMs), enabling developers to harness the power of deep learning for natural language processing. This book serves as your practical guide to navigating the intricacies of PyTorch, empowering you to create your own LLMs from the ground up.
You will begin by mastering PyTorch fundamentals, including tensors, autograd, and model creation, before diving into core neural network concepts like gradients, loss functions, and backpropagation. Progressing through regression and image classification with convolutional neural networks, you will then explore advanced image processing through object detection and segmentation. The book seamlessly transitions into NLP, covering RNNs, LSTMs, and attention mechanisms, culminating in the construction of Transformer-based LLMs, including a practical mini-GPT project. You will also get a strong understanding of generative models like VAEs and GANs.
By the end of this book, you will possess the technical proficiency to build, train, and deploy sophisticated LLMs using PyTorch, equipping you to contribute to the rapidly evolving landscape of AI. What you will learn
Build and train PyTorch models for linear and logistic regression.
Configure PyTorch environments and utilize GPU acceleration with CUDA.
Construct CNNs for image classification and apply transfer learning techniques.
Master PyTorch tensors, autograd, and build fundamental neural networks.
Utilize SSD and YOLO for object detection and perform image segmentation.
Develop RNNs and LSTMs for sequence modeling and text generation.
Implement attention mechanisms and build Transformer-based language models.
Create generative models using VAEs and GANs for diverse applications.
Build and deploy your own mini-GPT language model, applying the acquired skills. Who this book is for
Software engineers, AI researchers, architects seeking AI insights, and professionals in finance, medical, engineering, and mathematics will find this book a comprehensive starting point, regardless of prior deep learning expertise. Table of Contents
1. Introduction to Deep Learning
2. Nuts and Bolts of AI with PyTorch
3. Introduction to Convolution Neural Network
4. Model Building with Custom Layers and PyTorch 2.0
5. Advances in Computer Vision: Transfer Learning and Object Detection
6. Advanced Object Detection and Segmentation
7. Mastering Object Detection with Detectron2
8. Introduction to RNNs and LSTMs
9. Understanding Text Processing and Generation in Machine Learning
10. Transformers Unleashed
11. Introduction to GANs: Building Blocks of Generative Models
12. Conditional GANs, Latent Spaces, and Diffusion Models
13. PyTorch 2.0: New Features, Efficient CUDA Usage, and Accelerated Model Training
14. Building Large Language Models from Scratch
PyTorch has become the go-to framework for building cutting-edge large language models (LLMs), enabling developers to harness the power of deep learning for natural language processing. This book serves as your practical guide to navigating the intricacies of PyTorch, empowering you to create your own LLMs from the ground up.
You will begin by mastering PyTorch fundamentals, including tensors, autograd, and model creation, before diving into core neural network concepts like gradients, loss functions, and backpropagation. Progressing through regression and image classification with convolutional neural networks, you will then explore advanced image processing through object detection and segmentation. The book seamlessly transitions into NLP, covering RNNs, LSTMs, and attention mechanisms, culminating in the construction of Transformer-based LLMs, including a practical mini-GPT project. You will also get a strong understanding of generative models like VAEs and GANs.
By the end of this book, you will possess the technical proficiency to build, train, and deploy sophisticated LLMs using PyTorch, equipping you to contribute to the rapidly evolving landscape of AI. What you will learn
Build and train PyTorch models for linear and logistic regression.
Configure PyTorch environments and utilize GPU acceleration with CUDA.
Construct CNNs for image classification and apply transfer learning techniques.
Master PyTorch tensors, autograd, and build fundamental neural networks.
Utilize SSD and YOLO for object detection and perform image segmentation.
Develop RNNs and LSTMs for sequence modeling and text generation.
Implement attention mechanisms and build Transformer-based language models.
Create generative models using VAEs and GANs for diverse applications.
Build and deploy your own mini-GPT language model, applying the acquired skills. Who this book is for
Software engineers, AI researchers, architects seeking AI insights, and professionals in finance, medical, engineering, and mathematics will find this book a comprehensive starting point, regardless of prior deep learning expertise. Table of Contents
1. Introduction to Deep Learning
2. Nuts and Bolts of AI with PyTorch
3. Introduction to Convolution Neural Network
4. Model Building with Custom Layers and PyTorch 2.0
5. Advances in Computer Vision: Transfer Learning and Object Detection
6. Advanced Object Detection and Segmentation
7. Mastering Object Detection with Detectron2
8. Introduction to RNNs and LSTMs
9. Understanding Text Processing and Generation in Machine Learning
10. Transformers Unleashed
11. Introduction to GANs: Building Blocks of Generative Models
12. Conditional GANs, Latent Spaces, and Diffusion Models
13. PyTorch 2.0: New Features, Efficient CUDA Usage, and Accelerated Model Training
14. Building Large Language Models from Scratch
Szczegóły książki
- ISBN Ebooka:
- 978-93-658-9825-5, 9789365898255
- Data wydania ebooka :
-
2025-03-13
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@ebookpoint.pl.
- Język publikacji:
- 1
- Rozmiar pliku ePub:
- 22.4MB
- Rozmiar pliku Mobi:
- 22.4MB
BPB Publications - inne książki
-
Description Microsoft 365 Copilot is revolutionizing workplace productivity by integrating powerful AI directly into applications. Copilot is on track to be one of the most successful solutions of Microsoft, by expanding the capabilities of those who have it and giving a competitive edge to users who have not yet begun their generative AI journey.-
- ePub + Mobi 89 pkt
(85,49 zł najniższa cena z 30 dni)
89.91 zł
99.90 zł (-10%) -
-
Description In todays data-driven world, mastering data engineering is crucial for anyone looking to build robust data pipelines and extract valuable insights. This book simplifies complex concepts and provides a clear pathway to understanding the core principles that power modern data solutions. It bridges the gap between raw data and actionable i-
- ePub + Mobi 89 pkt
(85,49 zł najniższa cena z 30 dni)
89.91 zł
99.90 zł (-10%) -
-
Description Effective design, from physical to digital systems, continually evolves, demanding strategic approaches to create useful, usable, and accessible products. This guide empowers readers to grasp modern UX, and develop user-centric solutions in today's dynamic digital landscape. By exploring foundational concepts and advanced techniques, re-
- ePub + Mobi 89 pkt
(85,49 zł najniższa cena z 30 dni)
89.91 zł
99.90 zł (-10%) -
-
Description Designing a scalable Unity project requires more than just codingit demands thoughtful planning, structured architecture, and adherence to best practices. This book is your ultimate guide to building modular and maintainable Unity projects using C# and proven game architecture techniques. This book provides the tools and knowledge you n-
- ePub + Mobi 89 pkt
(85,49 zł najniższa cena z 30 dni)
89.91 zł
99.90 zł (-10%) -
-
Description Generative AI is revolutionizing how we interact with technology, empowering us to create everything from compelling text to intricate code. This book is your practical guide to harnessing the power of open-source libraries, enabling you to build cutting-edge generative AI applications without needing extensive prior experience. In this-
- ePub + Mobi 89 pkt
(85,49 zł najniższa cena z 30 dni)
89.91 zł
99.90 zł (-10%) -
-
Description Information security leadership demands a holistic understanding of governance, risk, and technical implementation. This book is your roadmap to mastering information security leadership and achieving the coveted EC-Council CCISO certification. This book bridges the gap between technical expertise and executive management, equipping you-
- ePub + Mobi 89 pkt
(85,49 zł najniższa cena z 30 dni)
89.91 zł
99.90 zł (-10%) -
-
Description Architecting ASP.NET Core Applications aims to be a reference guide for building modern, reliable, and scalable web applications. This book guides you from foundational concepts to advanced techniques, ensuring a solid understanding of ASP.NET Core's architecture and capabilities. This book provides a practical guide to mastering ASP.NE-
- ePub + Mobi 89 pkt
(85,49 zł najniższa cena z 30 dni)
89.91 zł
99.90 zł (-10%) -
-
Description Python has emerged as a powerhouse for DevOps, enabling efficient automation across various stages of software development and deployment. This book bridges the gap between Python programming and DevOps practices, providing a practical guide for automating infrastructure, workflows, and processes, empowering you to streamline your devel-
- ePub + Mobi 89 pkt
(85,49 zł najniższa cena z 30 dni)
89.91 zł
99.90 zł (-10%) -
-
Description The rapid evolution of AI, especially generative AI, presents both opportunities and critical challenges. This book addresses the urgent need for responsible AI development, focusing on safety, alignment, and robust governance. We explore how to navigate the complexities of AI, ensuring its benefits are harnessed while mitigating potent-
- ePub + Mobi 89 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@ebookpoint.pl
Proszę wybrać ocenę!
Proszę wpisać opinię!
Książka drukowana
Oceny i opinie klientów: Building LLMs with PyTorch Anand Trivedi
(0)