Fastapi Essentials

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Fastapi Essentials

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Author : Richard Johnson
language : en
Publisher: HiTeX Press
Release Date : 2025-06-17

Fastapi Essentials written by Richard Johnson and has been published by HiTeX Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-17 with Computers categories.

"FastAPI Essentials" "FastAPI Essentials" is the definitive guide for professionals and advanced practitioners seeking to master modern API development with FastAPI. Meticulously structured, the book illuminates every critical architectural dimension of FastAPI, from the asynchronous foundations provided by ASGI to pragmatic techniques for project scalability, dependency injection, and robust data modeling with Python type hints. Readers gain insight into best practices for middleware customization, lifecycle management, and advanced routing strategies — laying the groundwork for scalable, production-ready APIs. The book ventures deeply into advanced topics, covering everything from nuanced data validation with Pydantic, dynamic parsing strategies, and optimal serialization, to securing enterprise environments with OAuth2, JWT, RBAC, and state-of-the-art transport-level encryption. Readers will discover proven approaches to persistence, with coverage of SQL, NoSQL, and NewSQL datastores, seamless ORM integration, automated migrations, and effective caching. Rich sections on performance engineering empower readers to tune ASGI servers, implement background tasks and rate limiting, and build real-time features with WebSockets. Operational excellence is a central theme, as the book explores contemporary deployment pipelines, Docker and Kubernetes best practices, and integrated observability—spanning logging, metrics, and distributed tracing. Comprehensive chapters on automated testing, CI/CD, and DevOps ensure API reliability and maintainability at scale. Supplemented by coverage of multi-tenancy, event-driven integration patterns, GraphQL, plugin architectures, and service mesh deployments, "FastAPI Essentials" is an indispensable resource for any organization building mission-critical APIs with FastAPI.

Hugging Face Transformers Essentials

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Author : Robert Johnson
language : en
Publisher: HiTeX Press
Release Date : 2025-01-05

Hugging Face Transformers Essentials written by Robert Johnson and has been published by HiTeX Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-05 with Computers categories.

"Hugging Face Transformers Essentials: From Fine-Tuning to Deployment" is an authoritative guide designed for those seeking to harness the power of state-of-the-art transformer models in natural language processing. Bridging the gap between foundational theory and practical application, this book equips readers with the knowledge to leverage Hugging Face's transformative ecosystem, enabling them to implement and optimize these powerful models effectively. Whether you are a beginner taking your first steps into the realm of AI or an experienced practitioner looking to deepen your expertise, this book offers a structured approach to mastering cutting-edge techniques in NLP. Spanning a comprehensive array of topics, the book delves into the mechanics of building, fine-tuning, and deploying transformer models for diverse applications. Readers will explore the intricacies of transfer learning, domain adaptation, and custom training while understanding the vital ethical considerations and implications of responsible AI development. With its meticulous attention to detail and insights into future trends and innovations, this text serves as both a practical manual and a thought-provoking resource for navigating the evolving landscape of AI and machine learning technologies.

Feathersjs Essentials

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Author : Richard Johnson
language : en
Publisher: HiTeX Press
Release Date : 2025-06-12

Feathersjs Essentials written by Richard Johnson and has been published by HiTeX Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-12 with Computers categories.

"FeathersJS Essentials" "FeathersJS Essentials" is an authoritative guide crafted for developers and architects seeking to master the art of building robust, scalable, and real-time applications using FeathersJS. Bringing together the core philosophies and architectural patterns of FeathersJS, the book begins by demystifying its microservice-ready, event-driven design principles, unpacking the central role of service-oriented architecture and exploring integration with leading HTTP frameworks such as Express and Koa. Readers will gain an insider's view of transport abstractions, application lifecycle management, and event handling—foundations that empower highly flexible and scalable application design. The book delves deep into advanced technical strategies, guiding readers through sophisticated project initialization using Feathers CLI, rigorous configuration management, modularization for enterprise maintainability, and the orchestration of middleware for both HTTP and WebSocket protocols. Every aspect of modern backend development is addressed, from defining custom services and hooks to implementing secure authentication, authorization, and compliance best practices. Special emphasis is placed on performance optimization, state management, security auditing, and maintaining compliance with industry standards such as GDPR and HIPAA. Expanding beyond the fundamentals, "FeathersJS Essentials" systematically explores real-time system architecture, advanced hook and middleware patterns, API design (REST and GraphQL), and integration with external microservices. Readers will find invaluable insights into testing methodologies, continuous integration, health checks, diagnostics, and strategies for seamless deployment in production environments, including containerization, scaling, and zero-downtime rollouts. Whether you're engineering the next generation of cloud applications or upgrading mission-critical infrastructure, this book offers practical, battle-tested solutions and best practices that unlock the full potential of FeathersJS.

Streamlit Development Essentials

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Author : Richard Johnson
language : en
Publisher: HiTeX Press
Release Date : 2025-06-15

Streamlit Development Essentials written by Richard Johnson and has been published by HiTeX Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-15 with Computers categories.

"Streamlit Development Essentials" "Streamlit Development Essentials" is a comprehensive guide for software engineers, data scientists, and solution architects seeking to master the full capabilities of Streamlit for building robust, scalable, and secure data applications. The book delves into the inner workings of Streamlit’s architecture, offering a detailed look at event loops, widget state management, frontend-backend communication, and essential security considerations. Through expert explanations of performance profiling and cache operation, readers are equipped with the knowledge to optimize application flow, enhance interactivity, and safeguard sensitive computations from common threats. The book’s meticulously structured chapters unravel best practices for structuring large-scale Streamlit projects, implementing advanced visualization techniques, and integrating high-performance data pipelines. You will discover patterns for modularization, state management, and error handling, as well as practical tips for interfacing with diverse databases, orchestrating event-driven workflows, and seamlessly incorporating leading Python and JavaScript visualization libraries. Special attention is given to enterprise-grade deployment strategies, including containerization, cloud hosting, CI/CD automation, load balancing, and disaster recovery—empowering you to deliver applications ready for production at scale. Rounding out its core coverage, "Streamlit Development Essentials" navigates the challenges of security, authorization, and compliance—highlighting integration patterns for authentication, best practices for secrets management, and robust approaches to monitoring and observability. Advanced topics such as custom component development, internationalization, accessibility, and ecosystem extensibility are included, giving readers the tools to future-proof their solutions. Real-world case studies and emerging best practices culminate in a volume that is both a practical manual and a forward-looking resource for anyone building data apps on the Streamlit platform.

Python Programming Exam Essentials

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Author : Cybellium
language : en
Publisher: Cybellium Ltd
Release Date :

Python Programming Exam Essentials written by Cybellium and has been published by Cybellium Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on with Study Aids categories.

Welcome to the forefront of knowledge with Cybellium, your trusted partner in mastering the cuttign-edge fields of IT, Artificial Intelligence, Cyber Security, Business, Economics and Science. Designed for professionals, students, and enthusiasts alike, our comprehensive books empower you to stay ahead in a rapidly evolving digital world. * Expert Insights: Our books provide deep, actionable insights that bridge the gap between theory and practical application. * Up-to-Date Content: Stay current with the latest advancements, trends, and best practices in IT, Al, Cybersecurity, Business, Economics and Science. Each guide is regularly updated to reflect the newest developments and challenges. * Comprehensive Coverage: Whether you're a beginner or an advanced learner, Cybellium books cover a wide range of topics, from foundational principles to specialized knowledge, tailored to your level of expertise. Become part of a global network of learners and professionals who trust Cybellium to guide their educational journey. www.cybellium.com

Jax Essentials

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Author : William Smith
language : en
Publisher: HiTeX Press
Release Date : 2025-07-24

Jax Essentials written by William Smith and has been published by HiTeX Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-07-24 with Computers categories.

"JAX Essentials" JAX Essentials is a comprehensive guide designed for engineers, researchers, and practitioners aiming to master the fundamentals and advanced capabilities of Google’s JAX library. Beginning with the foundational principles, the book explores JAX's unique approach to array programming, rooted in functional programming and immutability, and covers its architecture, data structures, and the powerful mechanics of automatic differentiation. The reader learns how JAX integrates with the broader numerical computing landscape—tracing its evolution, relationship with tools like NumPy and XLA, and its relevance in modern machine learning workflows. Building on this foundation, the book delves into advanced topics such as efficient array operations, parallelization strategies, just-in-time compilation, differentiation APIs, and functional control flow constructs. Readers are guided through the intricacies of high-performance and distributed computing, memory optimization, cross-framework interoperability, and scientific computing applications, including linear algebra, spectral analysis, differential equations, and statistical modeling. Clear, practical examples and best practices illustrate how to harness JAX’s capabilities for building custom neural networks, scalable training pipelines, and robust production systems. JAX Essentials further addresses the needs of power users with chapters on extensibility, custom primitives, XLA integration, mixed-precision and distributed training, debugging, and performance tuning. The book concludes with an insightful look at JAX’s ecosystem, emerging libraries, research breakthroughs, and future directions, empowering readers to contribute to and thrive in a vibrant, rapidly evolving open-source community. Whether you are migrating legacy code, scaling scientific workloads, or building state-of-the-art machine learning solutions, this book is your definitive companion for unlocking the potential of JAX.

Data Engineering For Machine Learning Pipelines

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Author : Pavan Kumar Narayanan
language : en
Publisher: Springer Nature
Release Date : 2024-09-27

Data Engineering For Machine Learning Pipelines written by Pavan Kumar Narayanan and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-09-27 with Computers categories.

This book covers modern data engineering functions and important Python libraries, to help you develop state-of-the-art ML pipelines and integration code. The book begins by explaining data analytics and transformation, delving into the Pandas library, its capabilities, and nuances. It then explores emerging libraries such as Polars and CuDF, providing insights into GPU-based computing and cutting-edge data manipulation techniques. The text discusses the importance of data validation in engineering processes, introducing tools such as Great Expectations and Pandera to ensure data quality and reliability. The book delves into API design and development, with a specific focus on leveraging the power of FastAPI. It covers authentication, authorization, and real-world applications, enabling you to construct efficient and secure APIs using FastAPI. Also explored is concurrency in data engineering, examining Dask's capabilities from basic setup to crafting advanced machine learning pipelines. The book includes development and delivery of data engineering pipelines using leading cloud platforms such as AWS, Google Cloud, and Microsoft Azure. The concluding chapters concentrate on real-time and streaming data engineering pipelines, emphasizing Apache Kafka and workflow orchestration in data engineering. Workflow tools such as Airflow and Prefect are introduced to seamlessly manage and automate complex data workflows. What sets this book apart is its blend of theoretical knowledge and practical application, a structured path from basic to advanced concepts, and insights into using state-of-the-art tools. With this book, you gain access to cutting-edge techniques and insights that are reshaping the industry. This book is not just an educational tool. It is a career catalyst, and an investment in your future as a data engineering expert, poised to meet the challenges of today's data-driven world. What You Will Learn Elevate your data wrangling jobs by utilizing the power of both CPU and GPU computing, and learn to process data using Pandas 2.0, Polars, and CuDF at unprecedented speeds Design data validation pipelines, construct efficient data service APIs, develop real-time streaming pipelines and master the art of workflow orchestration to streamline your engineering projects Leverage concurrent programming to develop machine learning pipelines and get hands-on experience in development and deployment of machine learning pipelines across AWS, GCP, and Azure Who This Book Is For Data analysts, data engineers, data scientists, machine learning engineers, and MLOps specialists

A Hands On Introduction To Essential Python Libraries And Frameworks With Code Samples

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Author : Murat Durmus
language : en
Publisher: Murat Durmus
Release Date : 2023-03-02

A Hands On Introduction To Essential Python Libraries And Frameworks With Code Samples written by Murat Durmus and has been published by Murat Durmus this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-03-02 with Computers categories.

Essential Python libraries and frameworks that every aspiring data scientist, ML engineer, and Python developer should know. "Python is not just a language, it's a community where developers can learn, collaborate and create wonders." ~ Guido van Rossum (Creator of Python)

Scaling Python With Ray

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Author : Holden Karau
language : en
Publisher: "O'Reilly Media, Inc."
Release Date : 2022-11-29

Scaling Python With Ray written by Holden Karau and has been published by "O'Reilly Media, Inc." this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-11-29 with Computers categories.

Serverless computing enables developers to concentrate solely on their applications rather than worry about where they've been deployed. With the Ray general-purpose serverless implementation in Python, programmers and data scientists can hide servers, implement stateful applications, support direct communication between tasks, and access hardware accelerators. In this book, experienced software architecture practitioners Holden Karau and Boris Lublinsky show you how to scale existing Python applications and pipelines, allowing you to stay in the Python ecosystem while reducing single points of failure and manual scheduling. Scaling Python with Ray is ideal for software architects and developers eager to explore successful case studies and learn more about decision and measurement effectiveness. If your data processing or server application has grown beyond what a single computer can handle, this book is for you. You'll explore distributed processing (the pure Python implementation of serverless) and learn how to: Implement stateful applications with Ray actors Build workflow management in Ray Use Ray as a unified system for batch and stream processing Apply advanced data processing with Ray Build microservices with Ray Implement reliable Ray applications

Python Gpt Cookbook

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Author : Dr. Neil Williams
language : en
Publisher: BPB Publications
Release Date : 2025-03-19

Python Gpt Cookbook written by Dr. Neil Williams and has been published by BPB Publications this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-19 with Computers categories.

DESCRIPTION GPT has redefined the landscape of AI, enabling the creation of powerful language models capable of diverse applications. The objective of the Python GPT Cookbook is to equip readers with practical recipes and foundational knowledge to build business solutions using GPT and Python. The book is divided into four parts. The first covers the basics, the second teaches the fundamentals of NLP, the third delves into applying GPT in various fields, and the fourth provides a conclusion. Each chapter includes recipes and practical insights to help readers deepen their understanding and apply the concepts presented. This cookbook approach delivers 78 practical recipes, including creating OpenAI accounts, utilizing playgrounds and API keys. You will learn text preprocessing, embeddings, fine-tuning, and GPT integration with Hugging Face. Learn to implement GPT using PyTorch and TensorFlow, convert models, and build authenticated actions. Applications include chatbots, email summarization, DBA copilots, and use cases in marketing, sales, IP, and manufacturing. By the end of the book, readers will have a robust understanding of GPT models and how to use them for real-world NLP tasks, along with the skills to continue exploring this powerful technology independently. WHAT YOU WILL LEARN ● Learn Python, OpenAI, TensorFlow, Hugging Face, and vector databases. ● Master Python for NLP applications and data manipulation. ● Understand and implement GPT models for various tasks. ● Integrate GPT with various architectural components, such as databases, third-party APIs, servers, and data pipelines ● Utilise NLTK, PyTorch, and TensorFlow for advanced NLP projects. ● Use Jupyter for interactive coding and data analysis. WHO THIS BOOK IS FOR The Python GPT Cookbook is for IT professionals and business innovators who already have basic Python skills. Data scientists, ML engineers, NLP engineers, and ML researchers will also find it useful. TABLE OF CONTENTS 1. Introduction to GPT 2. Crafting Your GPT Workspace 3. Pre-processing 4. Embeddings 5. Classifying Intent 6. Hugging Face and GPT 7. Vector Databases 8. GPT, PyTorch, and TensorFlow 9. Custom GPT Actions 10. Integrating GPT with the Enterprise 11. Marketing and Sales with GPT 12. Intellectual Property Management with GPT 13. GPT in Manufacturing 14. Scaling up 15. Emerging Trends and Future Directions