The Deep Learning Architect's Handbook
The Deep Learning Architect's Handbook
The Deep Learning Architect's Handbook
The Deep Learning Architect's Handbook
The Deep Learning Architect's Handbook
The Deep Learning Architect's Handbook
Trending Bestseller

The Deep Learning Architect's Handbook

Build and deploy production-ready DL solutions leveraging the latest Python techniques

Ee Kin Chin

No reviews yet Write a Review
Paperback / softback
29 December 2023
$115.00
In Stock: Ships in 7-9 Days
Hurry up! Current stock:
icon Share icon Share
Description  

Harness the power of deep learning to drive productivity and efficiency using this practical guide covering techniques and best practices for the entire deep learning life cycle


Key Features:

  • Interpret your models' decision-making process, ensuring transparency and trust in your AI-powered solutions
  • Gain hands-on experience in every step of the deep learning life cycle
  • Explore case studies and solutions for deploying DL models while addressing scalability, data drift, and ethical considerations
  • Purchase of the print or Kindle book includes a free PDF eBook


Book Description:

Deep learning enables previously unattainable feats in automation, but extracting real-world business value from it is a daunting task. This book will teach you how to build complex deep learning models and gain intuition for structuring your data to accomplish your deep learning objectives.

This deep learning book explores every aspect of the deep learning life cycle, from planning and data preparation to model deployment and governance, using real-world scenarios that will take you through creating, deploying, and managing advanced solutions. You'll also learn how to work with image, audio, text, and video data using deep learning architectures, as well as optimize and evaluate your deep learning models objectively to address issues such as bias, fairness, adversarial attacks, and model transparency.

As you progress, you'll harness the power of AI platforms to streamline the deep learning life cycle and leverage Python libraries and frameworks such as PyTorch, ONNX, Catalyst, MLFlow, Captum, Nvidia Triton, Prometheus, and Grafana to execute efficient deep learning architectures, optimize model performance, and streamline the deployment processes. You'll also discover the transformative potential of large language models (LLMs) for a wide array of applications.

By the end of this book, you'll have mastered deep learning techniques to unlock its full potential for your endeavors.


What You Will Learn:

  • Use neural architecture search (NAS) to automate the design of artificial neural networks (ANNs)
  • Implement recurrent neural networks (RNNs), convolutional neural networks (CNNs), BERT, transformers, and more to build your model
  • Deal with multi-modal data drift in a production environment
  • Evaluate the quality and bias of your models
  • Explore techniques to protect your model from adversarial attacks
  • Get to grips with deploying a model with DataRobot AutoML


Who this book is for:

This book is for deep learning practitioners, data scientists, and machine learning developers who want to explore deep learning architectures to solve complex business problems. Professionals in the broader deep learning and AI space will also benefit from the insights provided, applicable across a variety of business use cases. Working knowledge of Python programming and a basic understanding of deep learning techniques is needed to get started with this book.

Customer reviews  

This product hasn't received any reviews yet. Be the first to review this product!

Write a Reviews
Flat Rate Shipping  
Easy Returns  
$115.00
In Stock: Ships in 7-9 Days
Hurry up! Current stock:
icon Share icon Share
Flat Rate Shipping  
Easy Returns  

The Deep Learning Architect's Handbook

$115.00

Description

Harness the power of deep learning to drive productivity and efficiency using this practical guide covering techniques and best practices for the entire deep learning life cycle


Key Features:

  • Interpret your models' decision-making process, ensuring transparency and trust in your AI-powered solutions
  • Gain hands-on experience in every step of the deep learning life cycle
  • Explore case studies and solutions for deploying DL models while addressing scalability, data drift, and ethical considerations
  • Purchase of the print or Kindle book includes a free PDF eBook


Book Description:

Deep learning enables previously unattainable feats in automation, but extracting real-world business value from it is a daunting task. This book will teach you how to build complex deep learning models and gain intuition for structuring your data to accomplish your deep learning objectives.

This deep learning book explores every aspect of the deep learning life cycle, from planning and data preparation to model deployment and governance, using real-world scenarios that will take you through creating, deploying, and managing advanced solutions. You'll also learn how to work with image, audio, text, and video data using deep learning architectures, as well as optimize and evaluate your deep learning models objectively to address issues such as bias, fairness, adversarial attacks, and model transparency.

As you progress, you'll harness the power of AI platforms to streamline the deep learning life cycle and leverage Python libraries and frameworks such as PyTorch, ONNX, Catalyst, MLFlow, Captum, Nvidia Triton, Prometheus, and Grafana to execute efficient deep learning architectures, optimize model performance, and streamline the deployment processes. You'll also discover the transformative potential of large language models (LLMs) for a wide array of applications.

By the end of this book, you'll have mastered deep learning techniques to unlock its full potential for your endeavors.


What You Will Learn:

  • Use neural architecture search (NAS) to automate the design of artificial neural networks (ANNs)
  • Implement recurrent neural networks (RNNs), convolutional neural networks (CNNs), BERT, transformers, and more to build your model
  • Deal with multi-modal data drift in a production environment
  • Evaluate the quality and bias of your models
  • Explore techniques to protect your model from adversarial attacks
  • Get to grips with deploying a model with DataRobot AutoML


Who this book is for:

This book is for deep learning practitioners, data scientists, and machine learning developers who want to explore deep learning architectures to solve complex business problems. Professionals in the broader deep learning and AI space will also benefit from the insights provided, applicable across a variety of business use cases. Working knowledge of Python programming and a basic understanding of deep learning techniques is needed to get started with this book.

Customers Also Viewed

Discover Books for Every Interest at BookLoop

Discover your next great read at BookLoop, Australia's trusted online bookstore offering a vast selection of titles across various genres and interests. Whether you're curious about what's trending or searching for graphic novels that captivate, thrilling crime and mystery fiction, or exhilarating action and adventure stories, our curated collections have something for every reader. Delve into imaginative fantasy worlds or explore the realms of science fiction that challenge the boundaries of reality.

Books on Hobbies, Crafts, Gardening, and More

For those with a green thumb, our comprehensive range of gardening books provides insights and tips for all levels of enthusiasts. If you're aiming to enhance your financial acumen, our selection of finance, business, and management books offers valuable knowledge from industry experts. Craft lovers will appreciate our assortment of handicrafts, decorative arts, and crafts books, perfect for inspiring your next project. Engage your mind with our collection of hobbies, quizzes, and games books, or explore the mystical with our fortune-telling and divination guides.

Transport, Contemporary Fiction, and Picture Books for Kids

Transportation aficionados can immerse themselves in our extensive transportation books, including detailed works on road and motor vehicles. Young readers are not left out, with a delightful array of picture books and early learning concepts designed to educate and entertain. Fans of contemporary narratives will find compelling stories in our contemporary fiction section. Embark on epic journeys with our fantasy and science fiction titles, or gain inspiration from real-life tales in our biographies and true stories collection. Health-conscious readers can explore our health and wholefood cooking books, focusing on specific diets and conditions.

School Books, Teacher Resources, and Academic Textbooks

Textbooks for Primary, Secondary, and Higher Education

BookLoop proudly supports the educational needs of students and schools across Australia. Our textbook collection includes school books and teacher resources for every phase from primary school books, secondary school books, and essential titles for TAFE courses, vocational training, and university study. Each book is selected to align with curriculum outcomes and classroom needs, making it easy for schools and teachers to plan ahead.

Teacher Resources and Classroom Support Materials

From structured lesson planning to engaging student activities, our wide range of school books and teacher resources provides essential tools for educators. You’ll also find dedicated school and preschool teacher materials designed for early years education, classroom support, and intervention. Teachers can access a reliable selection of workbooks, literacy and numeracy programs, assessment tools, and professional development guides all in one place.

Books for Early Learning Centres and Childcare Professionals

Support the earliest stages of education with our curated range of early childhood care and education books. These titles are ideal for early learning centres, preschools, and childcare settings, offering age-appropriate resources that build foundational skills in literacy, numeracy, and emotional development. Families and educators alike trust our resources for quality, clarity, and classroom effectiveness.

Bulk Book Orders for Schools and Educational Institutions

We make bulk school book orders simple and efficient. Schools, libraries, and early learning centres can rely on BookLoop for competitive pricing, fast shipping, and expert support when sourcing large quantities of textbooks and educational materials. Whether you’re restocking for a new term or ordering resources for an entire class, our bulk ordering system ensures convenience and accuracy every step of the way.

Stay Up to Date with Book Trends

Explore our new releases for the most recent additions in romance books, fantasy books, graphic novels, crime and mystery books, science fiction books as well as biographies, cookbooks, self help books, tarot cards, fortunetelling and much more. With titles covering current trends, booktok and bookstagram recommendations, and emerging authors, BookLoop remains your go-to local australian bookstore for buying books online across all book genres.

Explore the Latest and Most Loved Books

Stay updated with the literary world by browsing our trending books, featuring the latest bestsellers and critically acclaimed works. Explore titles from popular brands like Minecraft, Pokemon, Star Wars, Bluey, Lonely Planet, ABIA award winners, Peppa Pig, and our specialised collection of ADHD books. At BookLoop, we are committed to providing a diverse and enriching reading experience for all.