CyberSecurity Summary
CyberSecurity Summary is your go-to podcast for concise and insightful summaries of the latest and most influential books in the field of cybersecurity.Each episode delves into the core concepts, key takeaways, and practical applications of these books, providing you with the knowledge you need to stay ahead in the ever-evolving world of cybersecurity.Whether you’re a seasoned professional or just starting out, CyberSecurity Summary offers valuable insights and discussions to enhance your understanding and keep you informed.You can listen and download our episodes for free on more than 10 different platforms:https://linktr.ee/cyber_security_summary
5G Mobile Core Network: Design, Deployment, Automation, and Testing Strategies
A comprehensive examination of 5G mobile core networks. The text covers architectural design principles, detailing core network functions (NFs) and their interactions, alongside deployment strategies for both Non-Standalone (NSA) and Standalone (SA) 5G networks. It also addresses crucial aspects of automation within the 5G packet core, outlining various approaches for testing strategies, including functional, non-functional, and security testing. Furthermore, the book explores Multi-Access Edge Computing (MEC) integration and the essential considerations for interworking with 4G networks and implementing network slicing to support diverse services.
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5G LTE Narrowband Internet of Things (NB-IoT)
Focuses on the technical specifications and applications of Narrowband Internet of Things (NB-IoT) within 5G LTE cellular networks. The text explains the underlying protocol stack and architecture of NB-IoT, detailing layers such as the Radio Resource Control (RRC) sublayer, Packet Data Convergence Protocol (PDCP) sublayer, Radio Link Control (RLC) sublayer, Medium Access Control (MAC) sublayer, and Physical (PHY) sublayer. It explores key operational aspects including RRC modes (IDLE and CONNECTED), data transfer mechanisms, power saving modes (PSM), and quality of service (QoS) for NB-IoT devices. Furthermore, the source outlines various applications and use cases for NB-IoT, such as smart...
Windows Terminal Tips, Tricks, and Productivity Hacks: Optimize your command-line usage and development processes with pro-level techniques
Focusing on optimizing command-line usage. It covers configuring and customizing Windows Terminal, including its UI, settings, and key bindings. The book also explains how to integrate and enhance various shells like PowerShell, Ubuntu (via WSL2), and Git Bash, offering tips for expert use and appearance modifications. Furthermore, it details advanced workflows for development, DevOps, and cloud management, showcasing how to build web applications, connect to remote systems (SSH, WinRM), and utilize cloud services such as Azure, Google Cloud, and AWS directly within Windows Terminal.
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Secrets of Network Cartography: A Comprehensive Guide to Nmap
Functions as an in-depth resource for network and security professionals on using the powerful Nmap security tool. The text covers various Nmap scanning techniques, including stealth, version detection, and OS fingerprinting, explaining their operational mechanics and practical applications. It also details advanced features such as firewall evasion, output formats, timing options, and running Nmap in different operating systems like Windows and Linux. Throughout the book, fundamental networking protocols like TCP, UDP, and ICMP are explained to provide context for Nmap's functions, emphasizing the tool's utility for vulnerability assessment, asset management, and perpetual network auditing while advocating for responsible and...
Pro Ember Data: Getting Ember Data to Work with Your API
Focuses on effectively integrating Ember Data with various API structures. The text covers Ember Data's core architecture, including the store, adapters, and serializers, and explains their roles in data access, caching, and formatting. Readers will learn about different built-in adapters and serializers like RESTAdapter, JSONAPIAdapter, JSONSerializer, and RESTSerializer, understanding their expected API payload formats. A significant portion of the material is dedicated to customizing adapters and serializers to accommodate non-standard API conventions, handling nested data, and managing error responses. The book also details testing strategies for adapters and serializers and explores advanced topics such as consuming external APIs like...
Practical Web Scraping for Data Science: Best Practices and Examples with Python
A comprehensive guide to web scraping techniques for data scientists. It covers foundational concepts like HTTP, HTML, and CSS, detailing how web browsers interact with servers and display content. The text explores practical applications using Python libraries such as requests, BeautifulSoup, and Selenium, demonstrating how to extract data from various websites, handle JavaScript, and implement web crawling strategies. Furthermore, the source addresses crucial managerial and legal considerations associated with web scraping, including ethical best practices, potential legal risks like copyright infringement and the Computer Fraud and Abuse Act, and how scraping fits into the broader data science workflow. The...
Practical Mobile Forensics: Forensically investigate and analyze iOS, Android, and Windows 10 devices
A comprehensive guide for forensically investigating and analyzing mobile devices, primarily focusing on iOS, Android, and Windows Phone operating systems. It covers fundamental concepts of mobile forensics, including evidence acquisition, preservation, and documentation, while acknowledging the inherent challenges presented by mobile platform security features like encryption and sandboxing. The book details various data extraction techniques, ranging from logical and physical acquisitions to specialized methods like JTAG and chip-off, and introduces commercial and open-source forensic tools for analysis. Additionally, it explores mobile device architecture, file systems, key artifacts such as call logs and messages, third-party application analysis, and malware identification...
Practical LPIC-3 300: Prepare for the Highest Level Professional Linux Certification
An extensive technical guide for managing various network services within a Linux environment, with a strong emphasis on directory services and interoperability with Windows systems. It thoroughly explains the installation, configuration, and troubleshooting of OpenLDAP, detailing aspects like securing connections with TLS, access control, and integration with PAM and NSS for user authentication. A significant portion covers Samba, outlining its use for file and print sharing, acting as a Primary Domain Controller (PDC) and Active Directory compatible domain controller, and its integration with DNS and WINS. Finally, the text introduces FreeIPA as a comprehensive identity management solution, covering its...
Microsoft Azure Network Security (IT Best Practices - Microsoft Press)
A comprehensive guide to securing network environments within Microsoft Azure. It details the capabilities of key Azure network security components like Azure Firewall, Web Application Firewall (WAF), and DDoS Protection Standard, while also providing recommendations for their effective integration. The book explores various network architectures such as hub-and-spoke and Virtual WAN, emphasizes best practices for secure design and implementation, and addresses current cybersecurity threats and challenges. Additionally, it covers essential aspects of security monitoring, including log collection with Azure Monitor and analysis using Azure Sentinel, to help organizations establish a holistic security strategy. The content is designed for technical...
Mastering Linux Security and Hardening: Protect your Linux systems from intruders, malware attacks, and other cyber threats
A comprehensive guide to securing Linux systems. The author, an experienced Linux professional and trainer, details practical, hands-on techniques for enhancing system security. Topics covered include user account management and privilege control (sudo), configuring firewalls (iptables, nftables, firewalld), and implementing robust encryption methods (GPG, LUKS, SSL/TLS). The book also explores advanced access control mechanisms like SELinux and AppArmor, kernel hardening, and process isolation using tools such as Firejail, Docker, and Snap. Furthermore, it addresses the crucial areas of system auditing, vulnerability scanning with tools like Lynis, Nikto, and OpenVAS, and log management (rsyslog, journald) and security. This extensive...
LPIC-1 Linux Professional Institute Certification Study Guide: Exam 101-500 and Exam 102-500
Offers an in-depth resource for individuals preparing for the LPIC-1 certification exam. The text covers a wide array of Linux system administration topics, including command-line tools, file management, software and process administration, hardware configuration, boot processes, graphical user interfaces (GUIs), user and group management, email and logging, networking, and system security. Each chapter addresses specific exam objectives, detailing commands, utilities, configuration files, and fundamental concepts essential for managing a Linux environment, from basic file operations and package installation to advanced topics like network security, shell scripting, and virtualization. The guide also includes review questions and answer explanations to reinforce...
LPIC-1 Linux Professional Institute Certification Practice Tests: Exam 101-500 and Exam 102-500
Provides practice tests and study material for the LPIC-1 Linux Professional Institute Certification, specifically addressing exams 101-500 and 102-500. It covers a wide range of Linux system administration topics, including system architecture, installation and package management, GNU and UNIX commands, filesystems and device management, shell scripting, user interfaces, administrative tasks, essential system services, networking fundamentals, and security. The content is structured with exam objectives, key knowledge areas, and relevant files and utilities for each topic, concluding with practice exams and detailed answer explanations to aid in certification preparation.
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Linux+ and LPIC-1 Guide to Linux Certification, Loose-leaf Version (MindTap Course List)
A comprehensive guide to Linux, focusing on certification and practical administration. It covers fundamental Linux concepts like filesystems, shell commands, and process management, alongside advanced topics such as network configuration, server deployment, and cloud technologies. The text also addresses security, troubleshooting, and performance monitoring within Linux environments, providing hands-on examples and detailed explanations of various utilities and configurations. It serves as a resource for both learning and applying Linux knowledge, including its application to macOS.
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Learn Computer Forensics: A beginner's guide to searching, analyzing, and securing digital evidence
A detailed guide for aspiring and experienced digital forensic investigators, covering a broad spectrum of topics essential to the field. It begins by introducing various types of computer-based investigations, from criminal to corporate, and then explains the meticulous forensic analysis process, including workstation setup, software, and evidence acquisition. The book further explores the intricacies of computer investigation procedures, such as timeline and media analysis, focusing heavily on Windows artifact analysis and RAM memory forensics. Later sections address email and internet artifacts, detailing browser data, social media, P2P file sharing, and cloud computing forensics, culminating with crucial advice on...
CCNAv7: Introduction to Networks Companion Guide by Cisco
An official textbook for individuals pursuing careers in network administration or seeking to enhance their professional knowledge. The book comprehensively covers fundamental networking concepts, beginning with an overview of network types, topologies, and basic connectivity, and progressing to detailed explanations of protocols and models like TCP/IP and OSI. It further explores physical layer components, including various cabling types and wireless media, before addressing IP addressing schemes (IPv4 and IPv6), subnetting, and routing principles. Throughout its 17 chapters, the guide incorporates practical exercises, command syntax conventions, and essential troubleshooting tools such as ping and traceroute, culminating with insights into application...
Introduction to Modern Cryptography: Third Edition (Chapman & Hall/CRC Cryptography and Network Security Series)
A rigorous, introductory treatment of modern cryptography, focusing on definitions, precise assumptions, and proofs of security as distinguishing features from classical cryptography. It explores private-key encryption in depth, covering concepts like chosen-plaintext attacks (CPA-security) and chosen-ciphertext attacks (CCA-security), along with practical modes of operation like CBC and CTR. The text then transitions to message authentication codes (MACs), emphasizing message integrity against active adversaries and constructing secure MACs using pseudorandom functions and hash functions. Finally, the source expands into public-key cryptography, discussing key exchange, digital signatures, and public-key encryption schemes like RSA and El Gamal, all while grounding these concepts...
Introduction to Compiler Construction in a Java World
A hands-on introduction to compiler construction, emphasizing Java technology and software engineering principles. It guides readers through the process of building and extending a real, functional Java compiler for a Java subset called "j--". The material covers fundamental compiler phases, including lexical analysis (scanning), parsing (syntax-directed recursive descent using JavaCC), semantic analysis (type checking and symbol tables), and code generation for both the Java Virtual Machine (JVM) and MIPS architecture (using the SPIM simulator). Furthermore, the text explores optimization techniques for generated code, discusses prominent compilers from Oracle, IBM, and Microsoft, and provides practical exercises and Java code to...
Hands-On Python Deep Learning for the Web: Integrating neural network architectures to build smart web apps with Flask, Django
A comprehensive guide to deep learning for web development, specifically with Python. It covers the foundational concepts of machine learning and neural networks, including various types like CNNs and RNNs, and essential terminology such as bias, variance, overfitting, and underfitting. The sources provide practical instruction on building and deploying deep learning web applications using frameworks like Flask and Django, integrating with cloud platforms such as AWS, Google Cloud Platform, and Microsoft Azure, and utilizing services like TensorFlow.js and Dialogflow. Furthermore, the text addresses crucial aspects of security, monitoring, and performance optimization in production environments, explores the evolution and...
Hacklog Volume 2 Web Hacking: Manuale sulla Sicurezza Informatica e Hacking Etico
A detailed guide to web hacking, IT security, and ethical hacking practices. It systematically explores a wide array of vulnerabilities and attack methodologies common to web applications, alongside corresponding defense techniques. The document is structured to educate readers on fundamental web technologies, popular hacking tools, and practical lab exercises using virtual machines. Furthermore, it emphasizes the importance of continuous learning in the ever-evolving field of cybersecurity and advocates for responsible and ethical engagement with hacking knowledge.
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GPEN GIAC Certified Penetration Tester All-in-One Exam Guide
Functions as an all-in-one exam guide for the GPEN certification, covering essential penetration testing methodologies and tools. It includes detailed chapters on reconnaissance, initial access, execution, and reporting, with specific sections dedicated to the Metasploit Framework and PowerShell Empire. The guide emphasizes practical application through numerous labs, focusing on exploiting vulnerabilities, achieving persistence, escalating privileges, and evading antivirus detection in both Windows and Linux environments. Additionally, it provides guidance on understanding network protocols, analyzing password hashes, and effectively communicating pentest findings to clients.
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RxJS Cookbook for Reactive Programming: Discover 40+ real-world solutions for building async, event-driven web apps
A practical guide for intermediate-to-advanced JavaScript developers. It focuses on using the RxJS library to build asynchronous, event-driven web applications, particularly with Angular and NestJS. The book provides numerous real-world solutions and recipes covering topics like error and side effect handling, UI building, performance optimization, state management, and real-time application development including microservices and offline-first strategies. It emphasizes testing RxJS applications and mastering reactive programming principles.
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React Key Concepts: An in-depth guide to React's core features
A practical resource for web developers looking to deepen their understanding of React. Authored by Maximilian Schwarzmüller, a prominent online instructor, the book covers a wide array of topics crucial for building modern user interfaces, including components, JSX, state management, event handling, styling, routing with React Router, and advanced concepts like side effects and performance optimization. It progresses from fundamental React principles and comparing React to "Vanilla JavaScript" to server-side rendering with Next.js, React Server Components, and Server Actions, offering both theoretical explanations and hands-on activities to reinforce learning. The book also provides valuable insights into debugging w...
Prompt Engineering for Generative AI
Explores the multifaceted world of interacting with and optimizing large language models (LLMs) and generative AI for both text and image creation. It covers fundamental prompt engineering principles, such as giving clear instructions, specifying output formats, and providing examples, alongside advanced techniques like text style unbundling and task decomposition. The material also details the use of frameworks like LangChain for building complex AI applications, introduces vector databases for context retrieval and avoiding hallucinations, and explains various diffusion models for image generation, including practical applications of Stable Diffusion, DALL-E, and Midjourney for creative tasks and fine-tuning custom models. Finally, it...
C++20 Quick Syntax Reference: A Pocket Guide to the Language, APIs, and Library
A quick syntax reference for C++20, offering a comprehensive overview of the language's core features and functionalities. It covers fundamental programming concepts such as variables, data types, operators, and control flow (loops and conditionals). The text also explores object-oriented programming principles including classes, constructors, inheritance, and access levels, alongside advanced topics like pointers, smart pointers, templates, and exception handling. Additionally, the guide addresses practical aspects of C++ development, such as preprocessor directives, namespaces, and the organization of code using headers and modules.
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Building Web Apps with Python and Flask: Learn to Develop and Deploy Responsive RESTful Web Applications Using Flask Framework
A practical guide for developing and deploying responsive, RESTful web applications using the Flask framework. The book covers fundamental concepts of web application development, starting with Python for CGI and the Web Server Gateway Interface (WSGI), before moving into the Flask framework and its dependencies like Werkzeug, Jinja2, and Click. It details URL routing, templating with Jinja2, handling static files, and managing HTTP requests and responses, including cookies and sessions. Furthermore, the book explores database integration with Flask, covering both relational (SQLAlchemy) and NoSQL (MongoEngine) databases, and introduces advanced Flask features such as WTForms for form validation, Flask-Login for...
Building Machine Learning Systems Using Python: Practice to Train Predictive Models and Analyze Machine Learning Results with Real Use-Cases
A comprehensive educational resource for understanding foundational machine learning concepts. The text introduces readers to the principles and applications of machine learning, categorizing different learning approaches such as supervised, unsupervised, and reinforcement learning. It then explores various algorithms, including linear and logistic regression, Support Vector Machines, neural networks, and decision trees, providing detailed explanations and practical Python code examples. Furthermore, the material addresses crucial topics like overfitting, regularization, and the feasibility of learning, emphasizing the challenges and ethical considerations within the field. Overall, it functions as a structured guide for building and analyzing predictive models, complete with information on...
Building Enterprise Blockchain Solutions on AWS: A Developer's Guide to Build, Deploy, and Managed Apps Using Ethereum, Hyperledger Fabric
Focuses on creating, deploying, and managing blockchain applications on Amazon Web Services (AWS). The text explores foundational blockchain concepts, contrasting them with traditional centralized systems and highlighting benefits like immutability and decentralization. It provides practical instruction on utilizing AWS Managed Blockchain, AWS Blockchain Templates, and Amazon Quantum Ledger Database (QLDB), specifically with Ethereum and Hyperledger Fabric frameworks. The guide includes detailed steps for setting up private blockchain networks, writing Solidity smart contracts, and developing front-end applications for asset tracking and supply chain management.
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Building Decentralized Blockchain Applications: Learn How to Use Blockchain as the Foundation for Next-Gen Apps
A comprehensive guide to understanding and developing applications using blockchain technology. The book covers fundamental blockchain concepts, including its history, core components, and various consensus mechanisms like Proof of Work and Proof of Stake. It further explores key platforms like Bitcoin and Ethereum, detailing their architecture, transaction processes, and the use of smart contracts for decentralized applications (DApps). A significant portion of the text is dedicated to decentralized data storage and communication protocols such as IPFS, OrbitDB, BigchainDB, TiesDB, Bluzelle, and Amazon QLDB, providing practical examples and use cases for building full-stack DApps, including a decentralized email system.<...
Bug Bounty Hunting Essentials: Quick-paced guide to help white-hat hackers get through bug bounty programs
A guide for white-hat hackers participating in bug bounty programs. It covers fundamental concepts like bug bounty platforms, methodologies, and the process of reporting vulnerabilities effectively. The text explores various common web application vulnerabilities in detail, including Cross-Site Request Forgery (CSRF), Cross-Site Scripting (XSS), SQL Injection, Open Redirects, Sub-Domain Takeovers, XML External Entity (XXE) vulnerabilities, and Template Injections. Furthermore, the guide introduces essential bug bounty hunting tools and recommends top learning resources, offering a comprehensive overview for aspiring and experienced bug bounty hunters alike.
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Blockchain in e-Governance: Driving the next Frontier in G2C Services
Explores the transformative potential of Blockchain technology, particularly in e-governance and various enterprise applications. It begins by detailing the foundational concepts of Blockchain, including its cryptographic principles, consensus mechanisms, and different platform types like Ethereum and Hyperledger Fabric. The document then highlights numerous real-world use cases, showcasing how governments and industries are leveraging Blockchain for citizen identity management, land records, supply chain traceability, smart cities, and cybersecurity. Finally, it discusses implementation strategies, regulatory considerations, and the importance of fostering an ecosystem for Blockchain adoption, emphasizing the technology's role in driving transparency, efficiency, and trust in a digital world.<...
Beginning Java MVC 1.0: Model View Controller Development to Build Web, Cloud, and Microservices Applications
A comprehensive guide for developing web, cloud, and microservices applications using Java MVC. It introduces the fundamental Model-View-Controller (MVC) design pattern, tracing its history and adaptation for web applications, especially within the Java EE/Jakarta EE ecosystem utilizing JSR-371. The text covers practical aspects of setting up a development environment with Eclipse and Gradle, building "Hello World" applications, and understanding core Java MVC components like controllers, views (JSP and Facelets), and model data handling through CDI (Context and Dependency Injection). Furthermore, it addresses advanced topics such as bean validation, state persistence, AJAX integration, internationalization, EJB (Enterprise JavaBeans) communication, and...
AWS Certified Machine Learning Specialty: MLS-C01 Certification Guide: The definitive guide to passing the MLS-C01 exam on the very first
Focusing on practical applications of machine learning (ML) within the Amazon Web Services ecosystem. The content systematically covers the exam syllabus, starting with ML fundamentals like modeling pipelines, supervised and unsupervised learning, and data splitting strategies to prevent overfitting and underfitting. It then details various AWS services for AI/ML, including Amazon Rekognition for image/video analysis, Amazon Polly for text-to-speech, Amazon Transcribe for speech-to-text, and Amazon Comprehend for natural language processing (NLP), alongside storage solutions like Amazon S3, RDS, and Redshift. The guide also explains data preparation and transformation techniques, such as handling missing values, outliers, and unbalanced...
The Fast-Track Guide to VXLAN BGP EVPN Fabrics: Implement Today’s Multi-Tenant Software-Defined Networks
Offers an extensive guide to implementing VXLAN BGP EVPN fabrics, focusing heavily on the spine-and-leaf architecture in data center networking. It details the logical and physical components necessary for fabric creation, including the configuration of the underlay network using protocols like OSPF and IS-IS, and establishing the overlay network with BGP EVPN and multicast for traffic transport. The source dedicates significant space to advanced functionalities such as multitenancy via VRFs, various redundancy mechanisms like Anycast Gateway, and methods for connecting the VXLAN fabric to external networks. Finally, it explores different deployment models, including multipod, multisite, and spineless ingress replication...
The Pythonic Way: An Architect’s Guide to Conventions and Best Practices for the Design, Development, Testing, and Management of Enterprise
A comprehensive guide for designing and developing enterprise Python code. It covers a vast array of topics, including best practices for code structure and quality (e.g., commenting, naming conventions, and PEP 8), effective use of Python data structures (lists, dictionaries, sets, and tuples), and object-oriented programming concepts (classes, inheritance, and properties). Furthermore, the text addresses advanced architectural patterns such as descriptors, metaclasses, decorators, and context managers, alongside practical considerations for scaling, security, testing, packaging, and performance optimization using libraries like Pandas and techniques like memoization and garbage collection.
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Traefik API Gateway for Microservices: With Java and Python Microservices Deployed in Kubernetes
Detailing the configuration and use of Traefik as an API gateway in a microservices environment. The text explains the shift from monolithic to microservices architecture and the need for dynamic gateway solutions like Traefik, which offers features such as load balancing (Round Robin, Weighted Round Robin, Mirroring) for HTTP, TCP, and UDP traffic. A significant portion of the material provides practical guidance on configuring Traefik's core components (Entrypoints, Routers, Services, Middleware) and implementing operational concerns, including TLS termination (with Let's Encrypt), logs and metrics (Prometheus, Zipkin/Jaeger tracing), and advanced resilience patterns like circuit breakers and retries, often demonstrated...
Systems Analysis and Design Global Ed
An extensive overview of systems analysis and design, primarily focusing on the tenth edition of a textbook on the subject, likely by Kendall and Kendall. The content comprehensively covers the phases of the systems development life cycle (SDLC), including project management techniques such as feasibility analysis, PERT diagrams, and various conversion strategies. Significant attention is given to information gathering methods like interviewing, questionnaires, and observation (STROBE), as well as modern development approaches like agile modeling, prototyping, DevOps, and Unified Modeling Language (UML) for object-oriented systems. The text also details key design principles, including the creation of effective output and...
Loose Leaf for Systems Analysis and Design
A detailed overview of the various phases, concepts, and tools involved in the Systems Development Life Cycle (SDLC). The text covers organizational topics such as the role and required skills of a systems analyst, the structure of the IT department, and strategic planning, including cost-benefit analysis and feasibility studies. It extensively explains technical phases, including systems analysis (covering requirements engineering, data flow diagrams, and object modeling), systems design (detailing user interface design, data design, and system architecture), and systems implementation (addressing application development, testing, and system changeover). Finally, the material addresses systems support and security, emphasizing user support, maintenance...
THE COMPLETE GUIDE TO COMPUTER HACKING: All What You Needs To Learn To Be An Amazing Hacker
An extensive guide to computer hacking for beginners, detailing various types of hackers, including Black Hat, White Hat, and Grey Hat practitioners. It thoroughly explains the most popular hacking technique, social engineering, outlining different forms such as Phishing, Impersonation, Vishing, and Smishing, which exploit human vulnerabilities. Furthermore, the text introduces common hacking tools and password cracking techniques like SQL Injection and Brute Force attacks. Finally, the guide covers specific areas of hacking, offering tutorials for smartphone, Facebook, website, wireless, and IP address hacking, sometimes including preventative measures alongside the instructions for malicious activities.
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Synchronizing 5G Mobile Networks
A comprehensive technical overview of synchronization and timing solutions within telecommunications, with a specific focus on 4G and 5G mobile networks. It explores the historical necessity of synchronization, progressing from frequency alignment for digital networks to the modern requirement for phase and time synchronization driven by mobile base stations and new radio technologies. A significant portion of the text addresses the implementation and management of timing solutions, detailing protocols like Precision Time Protocol (PTP) and Synchronous Ethernet (SyncE), including their various ITU-T profiles and performance metrics such as time error, jitter, and wander. Furthermore, the text examines the architecture...
Statistics for Machine Learning: Implement Statistical methods used in Machine Learning using Python
An educational resource detailing statistical concepts foundational to machine learning, including descriptive statistics (mean, median, mode, and measures of dispersion), probability theory, and methods for parameter estimation and hypothesis testing. The book covers various analytical techniques such as ANOVA, regression models (linear, logistic, and regularized forms), and non-parametric statistics, often illustrating their practical application using Python libraries like Pandas and NumPy. The text also offers an overview of machine learning algorithms, including supervised and unsupervised methods, positioning statistics as the core discipline underpinning these advanced applications.
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