AWS for Solutions Architects. The definitive guide to AWS Solutions Architecture for migrating to, building, scaling, and succeeding in the cloud - Second Edition

Saurabh Shrivastava, Neelanjali Srivastav, Alberto Artasanchez, Imtiaz Sayed, ...

The second edition of AWS for Solutions Architects provides a practical guide to designing cloud solutions that align with industry best practices. This updated edition covers the AWS Well-Architected Framework, core design principles, and cloud-native patterns to help you build secure, high-performance, and cost-effective architectures.Gain a deep understanding of AWS networking, hybrid cloud connectivity, and edge deployments. Explore big data processing with EMR, Glue, Kinesis, and MSK, enabling you to extract valuable insights from data efficiently. New chapters introduce CloudOps, machine learning, IoT, and blockchain, equipping you with the knowledge to develop modern cloud solutions.Learn how to optimize AWS storage, implement containerization strategies, and design scalable data lakes. Whether working on simple configurations or complex enterprise architectures, this guide provides the expertise needed to solve real-world cloud challenges and build reliable, high-performing AWS solutions.

Hands-On Data Analysis with Pandas. Efficiently perform data collection, wrangling, analysis, and visualization using Python

Stefanie Molin

Data analysis has become a necessary skill in a variety of domains where knowing how to work with data and extract insights can generate significant value.Hands-On Data Analysis with Pandas will show you how to analyze your data, get started with machine learning, and work effectively with Python libraries often used for data science, such as pandas, NumPy, matplotlib, seaborn, and scikit-learn. Using real-world datasets, you will learn how to use the powerful pandas library to perform data wrangling to reshape, clean, and aggregate your data. Then, you will be able to conduct exploratory data analysis by calculating summary statistics and visualizing the data to find patterns. In the concluding chapters, you will explore some applications of anomaly detection, regression, clustering, and classification using scikit-learn to make predictions based on past data.By the end of this book, you will be equipped with the skills you need to use pandas to ensure the veracity of your data, visualize it for effective decision-making, and reliably reproduce analyses across multiple datasets.

Learning VMware vSphere. Click here to enter text

Rebecca Fitzhugh, Abhilash G B

Computer virtualization is a method to enable the running of multiple application workloads on a machine to achieve efficient utilization and reduce the number of physical machines in a data center. This has now become the foundation of many modern day data centers. What began as a technology to virtualize x86 architecture has now grown beyond the limits of a server’s hardware and into the realm of storage and network virtualization. VMware is currently the market leader in developing data center virtualization solutions. This book goes into the details of designing and implementing VMware solutions that form the foundation of a VMware infrastructure.The book begins by introducing you to the concepts of server virtualization followed by the architecture of VMware’s hypervisor – ESXi and then by its installation and configuration. You then learn what is required to manage a vSphere environment and configure advanced management capabilities of vCenter. Next you are taken through topics on vSphere Networking, Storage, ESXi Clustering, Resource Management and Virtual Machine Management. You will then be introduced to SSL Certificate Management and its use in a vSphere environment. Finally, you will learn about the lifecycle management of a vSphere environment by effectively monitoring, patching and upgrading vSphere components using Update Manager. By the end of the book, you will know how to use VMware’s vSphere suite of components to lay the foundation of a modern day virtual infrastructure.

phpBB: A User Guide. Set up and run your own discussion forum

Stoyan Stefanov, Jeremy Rogers, Stoyan STEFANOV, James Atkinson

phpBB is a free, open source Internet community application, with outstanding discussion forums and membership management. Written in the PHP scripting language, and making use of the popular MySQL database, phpBB is a standard among web hosting companies throughout the world, and is one of the most widely-used bulletin board packages in the world. This book is an abridged version of Building Online Forums with phpBB 2, (ISBN 1904811132), focusing on a complete set of topics to help you set up and run your own phpBB-powered online community.This book gives you the power to use phpBB to set up and run your own online discussion forums with ease. It takes you through the whole process of setting up your phpBB site, and helps you create, customize, and manage your own online community with phpBB. Written by experienced phpBB administrators and enthusiasts, the emphasis is on simple and practical guidance for you to get the most from phpBB. Packed with step-by-step examples, this book is your ideal guide to learning phpBB.

Hands-On Python Deep Learning for the Web. Integrating neural network architectures to build smart web apps with Flask, Django, and TensorFlow

Anubhav Singh, Sayak Paul

When used effectively, deep learning techniques can help you develop intelligent web apps. In this book, you'll cover the latest tools and technological practices that are being used to implement deep learning in web development using Python.Starting with the fundamentals of machine learning, you'll focus on DL and the basics of neural networks, including common variants such as convolutional neural networks (CNNs). You'll learn how to integrate them into websites with the frontends of different standard web tech stacks. The book then helps you gain practical experience of developing a deep learning-enabled web app using Python libraries such as Django and Flask by creating RESTful APIs for custom models. Later, you'll explore how to set up a cloud environment for deep learning-based web deployments on Google Cloud and Amazon Web Services (AWS). Next, you'll learn how to use Microsoft's intelligent Emotion API, which can detect a person's emotions through a picture of their face. You'll also get to grips with deploying real-world websites, in addition to learning how to secure websites using reCAPTCHA and Cloudflare. Finally, you'll use NLP to integrate a voice UX through Dialogflow on your web pages.By the end of this book, you'll have learned how to deploy intelligent web apps and websites with the help of effective tools and practices.

Learn OpenAI Whisper. Transform your understanding of GenAI through robust and accurate speech processing solutions

Josué R. Batista, Christopher Papile

As the field of generative AI evolves, so does the demand for intelligent systems that can understand human speech. Navigating the complexities of automatic speech recognition (ASR) technology is a significant challenge for many professionals. This book offers a comprehensive solution that guides you through OpenAI's advanced ASR system.You’ll begin your journey with Whisper's foundational concepts, gradually progressing to its sophisticated functionalities. Next, you’ll explore the transformer model, understand its multilingual capabilities, and grasp training techniques using weak supervision. The book helps you customize Whisper for different contexts and optimize its performance for specific needs. You’ll also focus on the vast potential of Whisper in real-world scenarios, including its transcription services, voice-based search, and the ability to enhance customer engagement. Advanced chapters delve into voice synthesis and diarization while addressing ethical considerations.By the end of this book, you'll have an understanding of ASR technology and have the skills to implement Whisper. Moreover, Python coding examples will equip you to apply ASR technologies in your projects as well as prepare you to tackle challenges and seize opportunities in the rapidly evolving world of voice recognition and processing.

Bug Bounty from Scratch. A comprehensive guide to discovering vulnerabilities and succeeding in cybersecurity

Francisco Javier Santiago Vázquez

Bug bounty programs help to enhance cybersecurity by incentivizing ethical hackers to discover vulnerabilities. This book is a comprehensive guide, equipping you with practical skills to excel in bug bounty programs and contribute to a safer digital ecosystem.You’ll start with an introduction to the bug bounty world, followed by preparation techniques for participation, including vulnerability discovery methods, tools, and resources. Specific sections will provide you with tips and best practices to help you optimize rewards. The book also aims to cover fundamental aspects, such as program structure, key tools, methodologies, and common vulnerabilities, drawing insights from community hackers’ public reports. As you progress, you’ll discover that ethical hacking can be legally learned through bug bounty programs, gaining practical knowledge of offensive security and bug bounty platform operations.By the end of this bug bounty book, you’ll have the confidence you need to navigate bug bounty programs, find security vulnerabilities, craft reports, and reap rewards.

Mastering Windows PowerShell Scripting. Master the art of automating and managing your Windows environment using PowerShell

Brenton J.W. Blawat