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
Solutions Architect's Handbook: Kick-start your solutions architect career by learning architecture design principles and strategies
A comprehensive overview of the role and responsibilities of a Solutions Architect, focusing heavily on cloud computing environments. The text explores various architectural principles, including the importance of scalability and elasticity, security and compliance, and operational excellence in solution design. It details several architectural patterns like SOA, microservices, and serverless, and emphasizes the role of DevOps and automation in the continuous integration and delivery pipeline. Furthermore, the sources discuss strategies for cloud migration, cost optimization, and offer guidance on the essential soft skills required for a successful Solutions Architect.
You can listen and download our...
SSH Mastery: OpenSSH, PuTTY, Tunnels and Keys (IT Mastery)
Focused on mastering the Secure Shell (SSH) protocol, primarily using OpenSSH and the Windows client PuTTY. The book is designed to guide both system administrators and general users beyond basic command-line usage, covering advanced topics such as encryption fundamentals, server and client configuration (including specific files like sshd_config and ssh_config), and the importance of user and host keys over password authentication. Crucially, it dedicates significant attention to practical security measures, including host key verification, setting up port forwarding (local, remote, and dynamic), utilizing SSH agents, and implementing an OpenSSH Certificate Authority (CA) to simplify key management in...
Head First Go
Aims to teach the Go programming language through an engaging, "brain-friendly" approach. It covers fundamental Go concepts such as variables, data types (including arrays, slices, maps, and structs), functions, packages, and control flow (conditionals and loops). The text also introduces advanced topics like pointers, methods, interfaces, error handling (with panic and recover), goroutines and channels for concurrency, automated testing, web development with HTML templates, and file I/O operations. The book emphasizes practical application with exercises and explanations of Go's design philosophies, such as its stance on function overloading and exception handling.
You can listen...
HCISPP HealthCare Information Security and Privacy Practitioner All-in-One Exam Guide
A comprehensive overview of healthcare information security and privacy for practitioners, focusing on the HCISPP certification. It covers critical areas such as medical coding systems (DRG, ICD, SNOMED CT), revenue cycle management, and workflow management in clinical and business settings. A significant portion addresses the regulatory environment, detailing patient rights, care, safety, and key legislation like HIPAA, HITECH, GDPR, and PIPEDA, alongside international data transfer considerations. Furthermore, the text explores information governance in healthcare, including security governance, risk management frameworks (NIST, ISO, HITRUST), and third-party risk management with a focus on cloud computing and medical device security. It also...
Hands-on Pipeline as YAML with Jenkins: A Beginner's Guide to Implement CI/CD Pipelines for Mobile, Hybrid, and Web Applications
A beginner's guide to implementing CI/CD pipelines using Jenkins and YAML for various applications, including mobile, hybrid, and web. The author, a DevOps engineer, emphasizes DevOps as a cultural transformation driven by people, processes, and tools. The text introduces Jenkins, its evolution, and different pipeline types like Scripted, Declarative, Blue Ocean, and YAML. It provides practical guidance on continuous practices such as integration, delivery, and testing, along with Jenkins best practices for installation, security, and monitoring. The book also features step-by-step CI/CD pipeline creation for specific application types, including Flutter, Ionic Cordova, Android, and Angular, detailing static...
Hacking with Spring Boot 2.4: Classic Edition
A structured approach to developing applications using Spring Boot. It covers foundational concepts like building web apps, data access, and developer tools, while also exploring advanced topics such as testing, production operations (including Docker and GraalVM), and building robust APIs. The book further examines messaging solutions and securing applications with Spring Security and OAuth. Throughout the text, the author emphasizes practical application with code examples and best practices, making it a valuable resource for developers aiming to master Spring Boot.
You can listen and download our episodes for free on more than 10 different platforms:<...
Guide to Networking Essentials
A comprehensive overview of fundamental networking concepts. It introduces various network components like RAM, NICs, hubs, switches, and routers, explaining their functions and interactions within a network. The material also details network topologies, including bus, ring, and star, alongside logical and physical implementations. A significant portion focuses on network protocols such as TCP/IP, ARP, DNS, HTTP, and various Wi-Fi standards, illustrating how they enable communication and secure data. Furthermore, the guide covers essential administrative tasks like IP addressing (IPv4 and IPv6), user and group management, file sharing, performance monitoring, and fault tolerance solutions like RAID. Finally, it provides...
From GSM to LTE-Advanced Pro and 5G: An Introduction to Mobile Networks and Mobile Broadband
A comprehensive exploration of mobile network technologies, detailing the evolution from GSM and UMTS to LTE and 5G New Radio. It outlines the intricate architecture, protocols, and operational procedures that underpin these wireless communication systems, including channel structures, mobility management, and call establishment. Furthermore, the text examines Wi-Fi (WLAN) standards, contrasting their various modulation schemes, security protocols, and deployment considerations, and briefly touches upon Bluetooth technology, highlighting its connection establishment, power-saving features, and security aspects. Throughout, the sources emphasize the increasing data rates, efficiency, and complexity of modern wireless communication.
You can listen and download...
Fight Fire with Fire: Proactive Cybersecurity Strategies for Today's Leaders
Provides an extensive overview of modern cybersecurity strategies, emphasizing the evolving role of the Chief Information Security Officer (CISO) from a technical expert to a strategic business leader. It covers critical aspects such as building a culture of security, managing diverse threat actors (nation-states, cybercriminals, hacktivists, and insider threats), and addressing the cybersecurity skills and diversity gaps. The text also details effective approaches to cyber risk management, including the integration of Network Operations Centers (NOCs) and Security Operations Centers (SOCs), the importance of secure application development, and navigating the complexities of cloud and IoT security while striving for end-to-end...
Secure Access Service Edge (SASE) For Dummies
Serves as an in-depth guide to Secure Access Service Edge (SASE). It explores the evolution of network security from traditional WANs to modern, cloud-centric architectures, emphasizing the need for SASE in today's distributed and dynamic enterprise environments. The source details SASE's foundational components, including SD-WAN, various security functions (such as NGFW, ZTNA, CASB, and DLP), and its operational requirements like single-pass execution and global distribution. Ultimately, the book aims to educate IT professionals on implementing SASE effectively to enhance security, reduce complexity and costs, and drive digital transformation within organizations.
You can listen and download...
Machine Learning for High-Risk Applications: Approaches to Responsible AI
A field guide for designing, building, and assessing machine learning and AI systems. The book addresses the risks of AI failures, such as algorithmic discrimination and data privacy violations, which have become more common with wider adoption of ML technologies. It outlines a holistic approach to risk mitigation, combining technical practices, business processes, and cultural capabilities for responsible AI. The text covers topics from legal obligations and organizational competencies to technical debugging methods and strategies for safe deployment of AI systems.
You can listen and download our episodes for free on more than 10 different platforms:<...
Reinventing ITIL in the Age of DevOps: Innovative Techniques to Make Processes Agile and Relevant
Explores the integration of ITIL (Information Technology Infrastructure Library) principles with DevOps methodologies, offering innovative techniques for their combined application. It provides an in-depth look at ITIL's foundational concepts, including service lifecycle phases like strategy, design, transition, and operation, alongside essential processes such as incident, problem, change, and release management. The text also thoroughly introduces DevOps, explaining its cultural shift, core elements (people, process, technology), and key practices like continuous integration, delivery, and deployment, while highlighting how these can adapt and enhance traditional ITIL processes to meet the demands of rapid digital transformation. The author, Abhinav Krishna Kaiser, leverages...
Python Ethical Hacking from Scratch: Think like an ethical hacker, avoid detection, and successfully develop, deploy, detect
An introductory guide to cybersecurity and ethical hacking using Python. It covers fundamental concepts such as network basics, the CIA triad (Confidentiality, Integrity, and Availability), and different types of hackers, including black hat, white hat, and script kiddies. The book outlines the phases and methodologies of hacking, from reconnaissance and scanning to gaining access and covering tracks, providing a practical approach to building malware and Remote Access Tools (RATs) with Python. Furthermore, it discusses advanced malware functionalities, such as file transfer, taking screenshots, and keyloggers, alongside methods for packaging malware into executables and exploring botnets, while also addressing system...
Opportunistic Networks: Fundamentals, Applications and Emerging Trends
Explores various facets of opportunistic networks (OppNets), which are dynamic, infrastructure-less wireless networks leveraging mobile device interactions for data transfer, often via a "store-carry-forward" mechanism. It details different routing protocols, categorizing them by approaches like replication-based (e.g., Epidemic, Spray and Wait), social-based (e.g., Bubble Rap, SCORP), and context-aware methods, along with their energy efficiency and performance metrics like delivery ratio and average latency. The sources also investigate mobility models influencing OppNet performance, ranging from random-based to geographical restriction-based and social network-based patterns, and propose novel schemes like CORMAN for mobile ad hoc networks. A significant focus is...
Open Source Security: Your Network More Secure With Open Source Tools
A comprehensive guide to enhancing network security using open-source tools. It begins by emphasizing the importance of strong password management and multi-factor authentication, before moving into detailed discussions of firewall configuration for network perimeter defense. The text then explores Host Intrusion Detection Systems (HIDS) for server monitoring and the role of a Reverse Proxy in layering web server protection. Finally, it introduces Web Application Firewalls (WAFs) for mitigating web-based attacks, Security Information and Event Management (SIEM) systems for centralized security visibility, and GeoIP attack mapping for real-time threat visualization.
You can listen and download our...
Networks
Explores the multifaceted field of network science, detailing various network types such as social, biological, and technological systems like the Internet and telephone networks. It examines fundamental network properties including paths, connectivity, and the small-world effect, alongside different mathematical representations of networks. The sources also cover algorithms for network analysis, focusing on efficiency and methods for calculating centrality measures and shortest paths, while acknowledging potential measurement errors in real-world data. Furthermore, the discussion extends to models of network formation, like preferential attachment, and analyzes network robustness against failures and the spread of epidemics or information across connected systems, including...
Network Performance and Security: Testing and Analyzing Using Open Source and Low-Cost Tools
Explores various facets of network security and performance, providing practical guidance for hardening systems and optimizing network elements. It covers topics such as client and server security configurations, including detailed steps for Windows and Linux environments, and the benefits of virtualization for disaster recovery and elastic performance. The source further examines threat detection and analysis through tools like Metasploit for penetration testing, SNORT for intrusion detection, and Wireshark for traffic visualization and debugging. Finally, it offers insights into building custom network components like routers and load balancers, and discusses methodologies for traffic performance testing and evaluating firewall capabilities.<...
Mastering Tableau 2021: Implement advanced business intelligence techniques and analytics with Tableau
An extensive guide to Mastering Tableau, a prominent business intelligence tool, focusing on its advanced features for data analysis and visualization. It covers best practices for visual design, including formatting, color usage, and reducing clutter to create impactful data stories. Readers will learn about data preparation and handling using Tableau Prep Builder, encompassing data cleaning, combining datasets through unions and joins, and leveraging features like pivoting and scripting for enhanced data utility. The text also explores advanced analytical techniques, such as Level of Detail (LOD) calculations for granular analysis, various chart types beyond the basics like bullet graphs and...
MCSA Guide to Installation, Storage, and Compute with Microsoft Windows Server 2016, Exam 70-740 (Networking)
Detailing its installation, configuration, and management for various IT infrastructure needs. It covers fundamental concepts like server roles, disk management, networking protocols, and PowerShell cmdlets for administration. The text also thoroughly explores advanced topics such as virtualization with Hyper-V, including virtual disks, networks, and migration strategies, alongside implementing high availability through Network Load Balancing (NLB) and Failover Clusters. Furthermore, it addresses storage solutions like Storage Spaces, iSCSI, and data deduplication, as well as server maintenance practices like Windows Server Update Services (WSUS) and monitoring tools, and introduces Windows containers and Nano Server.
You can listen...
Mastering Power BI: Build Business Intelligence Applications Powered with DAX Calculations, Insightful Visualizations, Advanced BI Technique
An introduction to Power BI, outlining its use in business intelligence applications. It covers fundamental concepts like data modeling, DAX calculations, and various visualization types such as bar, line, waterfall, scatter, donut, treemap, and map charts. The text also explains how to connect and shape data from diverse sources using Power Query Editor, optimize data models, implement Data Analysis Expressions (DAX) for calculated columns and measures, and create reports and dashboards within the Power BI Service. Furthermore, it touches upon advanced topics like Row-Level Security (RLS) and best practices for report development, including themes and templates.
<...
Mastering Azure Kubernetes Service (AKS): Rapidly Build and Scale Your Containerized Applications with Microsoft Azure Kubernetes Service
A practical resource for developing, deploying, and scaling containerized applications. It covers fundamental concepts like containerization versus virtual machines, Kubernetes architecture, and various Azure container services, alongside advanced topics such as serverless Kubernetes, Windows containers, and integrating with Azure DevOps for continuous integration and deployment. The text also includes hands-on instructions for managing, monitoring, and troubleshooting AKS clusters, making it an essential reference for developers and architects.
You can listen and download our episodes for free on more than 10 different platforms:
https://linktr.ee/cyber_security_summary
Get...
Malware Analysis Using Artificial Intelligence and Deep Learning
Discuss artificial intelligence and deep learning techniques applied to malware analysis and detection, as well as other cybersecurity challenges. They cover various neural network architectures like MLPs, CNNs, RNNs, LSTMs, and GANs, and their effectiveness in tasks such as classifying malware families, identifying malicious URLs, and detecting anomalies in network traffic or system logs. The papers also explore methods for feature extraction from malware binaries, including static and dynamic analysis, and how adversarial examples can challenge these detection systems. Furthermore, they address the use of AI for troll detection on social media platforms and image spam classification.
<...
LTE Security (NSN/Nokia Series)
A comprehensive guide to the security architecture of mobile telecommunications systems, particularly focusing on Long Term Evolution (LTE). It details the evolution of cellular security from analogue systems to 2G (GSM), 3G (UMTS), and the Evolved Packet System (EPS), highlighting common vulnerabilities and subsequent design improvements. The text covers fundamental cryptographic concepts, key hierarchies, authentication protocols like EPS AKA, and mechanisms for protecting signaling and user data. Furthermore, it explores interworking security between EPS and other 3GPP and non-3GPP networks, IMS security for voice over LTE, and the unique security considerations for Home eNodeBs (HeNBs) and Relay Nodes...
LTE Cellular Narrowband Internet of Things (NB-IoT): Practical Projects for the Cloud and Data Visualization
A practical guide to Narrowband Internet of Things (NB-IoT), detailing its underlying cellular communication technologies like 4G and 5G LTE, and its applications in Machine Type Communication (MTC). The text covers Arduino-based projects for developers, showcasing the use of an NB-IoT hardware board with a microcontroller (MCU) and Quectel BG96 modem. It explores various data serialization protocols like JSON and CBOR, the integration with Amazon Web Services (AWS) IoT for cloud connectivity, and data visualization using tools like Google Maps and Chart.js. The book also describes implementing NB-IoT with diverse sensors and actuators for smart applications in areas...
LLVM Techniques, Tips, and Best Practices Clang and Middle-End Libraries: Design powerful and reliable compilers using the latest libraries
A comprehensive guide to the LLVM compiler infrastructure. It covers various aspects of LLVM, including its build system, testing utilities like LIT, and the domain-specific language TableGen. The text explores frontend development with Clang, explaining its architecture, preprocessing, Abstract Syntax Tree (AST) handling, and custom toolchain creation. Furthermore, it details working with LLVM's PassManager and AnalysisManager for code optimization, processing LLVM Intermediate Representation (IR), and developing sanitizers and Profile-Guided Optimization (PGO) within the LLVM framework.
You can listen and download our episodes for free on more than 10 different platforms:
https://linktr.ee/cyber_security_summary
...
Linux Yourself
A comprehensive exploration of the Linux operating system, covering its core concepts and programming aspects. It begins with an introduction to Linux and Unix history, discussing the role of the shell as an interpreter and detailing essential Linux commands. The text then progresses to advanced topics, including regular expressions, filters like sed and awk, and shell scripting for automation. Furthermore, it examines Linux system administration, file management, file systems, and system programming concepts such as processes, threads, and inter-process communication. Finally, the book addresses the X Window System, desktop environments like KDE and GNOME, and provides case studies of...
Linux: Linux Security and Administration
Focusing on the installation, security, and administration of the Linux operating system. It covers setting up Linux on virtual machines, exploring various distributions, and managing user account security by detailing practices like avoiding root logins, implementing password policies, and restricting SSH access. The text also explains server security through firewalls and regular updates, along with various encryption methods and tools for files and partitions. Finally, it addresses penetration testing stages and network scanning techniques to identify and mitigate vulnerabilities within a Linux environment.
You can listen and download our episodes for free on more than 10...
Java Professional Interview Guide: Learn About Java Interview Questions and Practise Answering About Concurrency, JDBC, Exception Handling
Serves as a comprehensive interview guide for Java professionals, covering a wide array of topics essential for technical interviews. It begins by outlining non-technical aspects of job searching, such as recruitment processes, interview types (telephonic, technical, personal), and strategies for success, including resume preparation and soft skills. The bulk of the guide then explores core Java concepts like architecture, JVM, object-oriented programming (OOP) principles, exception handling, and concurrent programming. Furthermore, it addresses advanced Java topics such as JDBC for database connectivity, the Collections Framework, functional programming in Java 8, and various design patterns, concluding with an overview of web technologies...
ITIL 4 Essentials: Your essential guide for the ITIL 4 Foundation exam and beyond
Serves as a comprehensive guide for IT professionals, offering both theoretical knowledge and practical application of ITIL 4 service management principles. It covers key concepts, roles, the four dimensions of service management, the Service Value System (SVS), guiding principles, governance, the service value chain, and various ITIL practices. The text also provides specific guidance for those preparing for the ITIL 4 Foundation certification exam, highlighting relevant content and offering strategies for multiple-choice questions. Additionally, it includes acknowledgements, a table of contents, a bibliography, and further reading suggestions from IT Governance Publishing, emphasizing their broader offerings in IT governance, risk, and compliance.<...
ISO/IEC 27001:2013 – Mastering Risk Assessment and the Statement of Applicability
Provides comprehensive guidance on implementing the ISO/IEC 27001:2013 standard for information security management systems (ISMS). The text details requirements for risk assessment, risk treatment, and the creation of a Statement of Applicability (SOA), offering practical methodologies like the event-consequence approach and various control types. It also presents examples of documented information for processes and results, outlining how to define and apply a risk assessment and treatment process to ensure consistent, valid, and comparable outcomes. Furthermore, the source explores different layouts for the SOA and introduces an online "Assistant" tool to aid organizations in conforming to the standard. Ultimately, this...
Introduction to Python Network Automation: The First Journey
Provides a detailed guide for network engineers to transition into network automation. It commences with fundamental Python concepts, covering data types, syntax, and error handling through numerous exercises. The book then progresses to Linux administration essentials, emphasizing the creation and management of virtual environments using VMware Workstation and GNS3 to simulate network devices. Throughout the latter chapters, the author introduces practical network automation scripts, showcasing how Python, along with modules like Paramiko, Netmiko, and SNMP, can be utilized to automate tasks such as configuration backups, device monitoring, and even IOS upgrades on Cisco hardware. The overall aim is to...
Intelligent Reliability Analysis Using MATLAB and AI: Perform Failure Analysis and Reliability Engineering using MATLAB and Artificial Intel
Introduces intelligent reliability analysis using MATLAB and AI, focusing on failure analysis and reliability engineering. It covers foundational concepts like reliability fundamentals, measures of reliability such as MTBF and MTTF, and remaining useful lifetime (RUL) estimation techniques. The sources also explore experimental methodologies like accelerated life testing for various electronic components and intelligent modeling approaches using Artificial Neural Networks (ANN), Fuzzy Logic (FL), and Adaptive Neuro-Fuzzy Inference Systems (ANFIS) for predictive maintenance. The overarching goal is to enable proactive component replacement and reduce electronic waste.
You can listen and download our episodes for free on...
Implementing VMware Dynamic Environment Manager:: Manage, Administer and Control VMware DEM, Dynamic Desktop, User Policies
A comprehensive guide to VMware Dynamic Environment Manager (DEM), a solution for managing end-user desktop experiences. It details the installation and initial configuration of DEM, including setting up Group Policy Objects (GPOs) and understanding the NoAD mode. The text explores various aspects of desktop management, such as user personalization for applications, configuring environment settings like drive mappings, application blocking, and printer mappings, and establishing condition sets to apply settings dynamically. Additionally, the book covers advanced topics like application migration, utilizing the Helpdesk Support Tool for profile management, and troubleshooting common issues encountered in a DEM environment, with an emphasis...
OpenAI API Cookbook: Build intelligent applications including chatbots, virtual assistants, and content generators
A practical guide for building intelligent applications using the OpenAI API. The book provides step-by-step instructions on leveraging various OpenAI endpoints, including Chat Completions, Images, and Audio, to create diverse applications like chatbots, virtual assistants, and content generators. It explains how to interact with the API through tools like Postman and the OpenAI Python library, and discusses the impact of key parameters such as model (GPT-3.5 vs. GPT-4), number of responses (n), and temperature. Furthermore, the book covers advanced features like text embeddings for semantic comparisons, fine-tuning models for specific use cases, and building knowledge-retrieval assistants that can source...
NoOps: How AI Agents Are Reinventing DevOps and Software
Explores the evolution of DevOps and its contemporary challenges, particularly the issue of fragmented toolchains and the necessity of standardization. It details how cloud-native and data-centric architectures, including microservices, containers, and Infrastructure as Code (IaC), establish a robust foundation for modern software delivery. A significant portion of the material then focuses on the transformative role of Generative AI, illustrating its application in coding, unit testing, functional testing, IaC, data provisioning, and CI/CD pipeline optimization. Finally, the text envisions a future of Multiagent AI systems and the NoOps paradigm, emphasizing human-AI collaboration and the ongoing strategic role of humans...
Mastering spaCy: Build structured NLP solutions with custom components and models powered by spacy-llm
A comprehensive guide for Natural Language Processing (NLP) professionals, focusing on advanced techniques and applications using the spaCy library. The text covers various topics, including linguistic feature extraction, rule-based matching, utilizing transformer models like BERT and RoBERTa within spaCy, and integrating Large Language Models (LLMs) with spacy-llm for tasks like summarization and custom applications. Additionally, it details how to train custom Named Entity Recognition (NER) components with user-provided data and how to build end-to-end NLP workflows using Weasel and DVC, highlighting best practices for data annotation and corpus creation. The book aims to equip readers with the skills to...
Segment Routing in MPLS Networks: Transition from traditional MPLS to SR-MPLS with TI-LFA FRR
A comprehensive guide for network professionals transitioning from traditional Multiprotocol Label Switching (MPLS) to Segment Routing MPLS (SR-MPLS). It aims to simplify this complex shift through theoretical explanations and practical lab exercises, using network emulators like EVE-NG and virtual Cisco XRv9k routers. The text explores fundamental concepts such as IP addressing, Interior Gateway Protocols (IGP) like IS-IS, Label Distribution Protocol (LDP), and various aspects of Fast Reroute (FRR) in SR-MPLS networks, including Topology Independent – Loop-Free Alternate (TI-LFA) and microloop avoidance. Additionally, the book covers SR-LDP interworking, demonstrating how different MPLS domains can seamlessly connect, making it a valuable re...
Ruby Way, The: Solutions and Techniques in Ruby Programming (Addison-Wesley Professional Ruby Series)
A reference for Ruby programming. It covers a vast array of topics, beginning with fundamental data types like strings and numbers, and progressing through complex data structures such as arrays, hashes, and trees. The material also explores object-oriented programming (OOP) principles, file I/O and data storage methods, graphical user interface (GUI) development using various toolkits, and network programming concepts. Furthermore, it touches upon internationalization and localization, code packaging and distribution with Bundler, and testing methodologies including RSpec and Minitest, serving as a practical handbook for Ruby developers.
You can listen and download our episodes...
Mastering C++ Game Animation Programming: Enhance your skills with advanced game animation techniques in C++, OpenGL
A comprehensive guide to developing sophisticated 3D game character animations and virtual worlds. The content covers a wide array of topics, starting with fundamental concepts like loading models and basic animations and progressing to advanced techniques such as GPU-accelerated calculations using compute shaders. Readers will learn about implementing collision detection with various spatial partitioning methods (quadtrees, octrees, k-d trees), creating complex character behaviors through node-based visual editors, and enhancing immersion with features like inverse kinematics for realistic movement, navigation (A algorithm), sound effects, and dynamic environmental elements like day/night cycles.* The text also explores practical aspects such as...
Machine Learning for Tabular Data: XGBoost, Deep Learning, and AI
Focuses on machine learning for tabular data, covering its fundamental concepts and practical applications. The sources explore various machine learning and deep learning approaches, with a particular emphasis on gradient boosting techniques like XGBoost and LightGBM, highlighting their efficacy with structured data. Readers will learn about data preparation, feature engineering, and advanced processing methods, including handling missing values and categorical features. The text also discusses model optimization, evaluation, and deployment strategies, demonstrating how to build and implement machine learning pipelines, including discussions on cloud platforms and generative AI tools that aid in these processes.
You...
