Gain insights into image-processing methodologies and algorithms, using machine learning and neural networks in Python. This book begins with the environment setup, understanding basic image-processing terminology, and exploring Python concepts that will be useful for implementing the algorithms discussed in the book. You will then cover all the core image processing algorithms in detail before moving onto the biggest computer vision library: OpenCV. You’ll see the OpenCV algorithms and how to use them for image processing. The next section looks at advanced machine learning and deep learning methods for image processing and classification. You’ll work with concepts such as pulse coupled neural networks, AdaBoost, XG boost, and convolutional neural networks for image-specific applications. Later you’ll explore how models are made in real time and then deployed using various DevOps tools. All the concepts in Practical Machine Learning and Image Processing are explained using real-life scenarios. After reading this book you will be able to apply image processing techniques and make machine learning models for customized application. What You Will LearnDiscover image-processing algorithms and their applications using Python Explore image processing using the OpenCV library Use TensorFlow, scikit-learn, NumPy, and other libraries Work with machine learning and deep learning algorithms for image processing Apply image-processing techniques to five real-time projects Who This Book Is For Data scientists and software developers interested in image processing and computer vision.
Gain insight into fuzzy logic and neural networks, and how the integration between the two models makes intelligent systems in the current world. This book simplifies the implementation of fuzzy logic and neural network concepts using Python. You’ll start by walking through the basics of fuzzy sets and relations, and how each member of the set has its own membership function values. You’ll also look at different architectures and models that have been developed, and how rules and reasoning have been defined to make the architectures possible. The book then provides a closer look at neural networks and related architectures, focusing on the various issues neural networks may encounter during training, and how different optimization methods can help you resolve them. In the last section of the book you’ll examine the integrations of fuzzy logics and neural networks, the adaptive neuro fuzzy Inference systems, and various approximations related to the same. You’ll review different types of deep neuro fuzzy classifiers, fuzzy neurons, and the adaptive learning capability of the neural networks. The book concludes by reviewing advanced neuro fuzzy models and applications. What You’ll Learn Understand fuzzy logic, membership functions, fuzzy relations, and fuzzy inferenceReview neural networks, back propagation, and optimizationWork with different architectures such as Takagi-Sugeno model, Hybrid model, genetic algorithms, and approximations Apply Python implementations of deep neuro fuzzy system Who This book Is For Data scientists and software engineers with a basic understanding of Machine Learning who want to expand into the hybrid applications of deep learning and fuzzy logic.
Successfully build, tune, deploy, and productionize any machine learning model, and know how to automate the process from data processing to deployment. This book is divided into three parts. Part I introduces basic cloud concepts and terminologies related to AWS services such as S3, EC2, Identity Access Management, Roles, Load Balancer, and Cloud Formation. It also covers cloud security topics such as AWS Compliance and artifacts, and the AWS Shield and CloudWatch monitoring service built for developers and DevOps engineers. Part II covers machine learning in AWS using SageMaker, which gives developers and data scientists the ability to build, train, and deploy machine learning models. Part III explores other AWS services such as Amazon Comprehend (a natural language processing service that uses machine learning to find insights and relationships in text), Amazon Forecast (helps you deliver accurate forecasts), and Amazon Textract. By the end of the book, you will understand the machine learning pipeline and how to execute any machine learning model using AWS. The book will also help you prepare for the AWS Certified Machine Learning—Specialty certification exam. What You Will Learn Be familiar with the different machine learning services offered by AWS Understand S3, EC2, Identity Access Management, and Cloud Formation Understand SageMaker, Amazon Comprehend, and Amazon Forecast Execute live projects: from the pre-processing phase to deployment on AWS Who This Book Is For Machine learning engineers who want to learn AWS machine learning services, and acquire an AWS machine learning specialty certification
Welcome to the comprehensive textbook titled "Textbook of Pathophysiology for B.Pharm 2nd Semester," meticulously crafted to meet the academic standards set forth by the Pharmacy Council of India. This textbook is a collaborative effort of esteemed professionals in the field of pharmaceutical sciences, each contributing their expertise to deliver a thorough understanding of pathophysiology tailored specifically for B.Pharm students. Our aim in compiling this textbook is to provide students with a foundational knowledge of pathophysiology, essential for comprehending the underlying mechanisms of various diseases and conditions encountered in pharmaceutical practice. The content of this textbook is structured to facilitate a structured learning experience, covering essential concepts, mechanisms, and clinical correlations. The authors of this textbook bring a wealth of experience and expertise to its creation, ensuring its relevance and comprehensiveness. 1.Mr. Nirmal Joshi, M.Pharm (Pharmacology)/PhD (Pursuing): Mr. Joshi's academic journey and research accomplishments reflect his dedication to advancing pharmaceutical sciences. With a focus on pharmacology, his insights enrich the understanding of pathophysiological mechanisms. 2.Prof. (Dr.) Manoj Bisht, PhD: Dr. Bisht's extensive experience in academia and research, coupled with his innovative contributions to the field, adds significant depth to the content of this textbook. His expertise in pharmacology enhances the clarity and relevance of pathophysiological concepts. 3.Amit Singh, M.Pharm(Pharmacology)/PhD (Pursuing): Mr. Singh's multidimensional expertise spanning teaching, research, and pharmaceutical practice enriches the content of this textbook. His contributions ensure a comprehensive understanding of pathophysiological processes.
A practical guide that will help you understand the Statistical Foundations of any Machine Learning Problem Ê KEY FEATURESÊ _ Develop a Conceptual and Mathematical understanding of Statistics _ Get an overview of Statistical Applications in Python _ Learn how to perform Hypothesis testing in Statistics _ Understand why Statistics is important in Machine Learning _ Learn how to process data in Python Ê DESCRIPTIONÊÊ This book talks about Statistical concepts in detail, with its applications in Python. The book starts with an introduction to Statistics and moves on to cover some basic Descriptive Statistics concepts such as mean, median, mode, etc.Ê You will then explore the concept of Probability and look at different types of Probability Distributions. Next, you will look at parameter estimations for the unknown parameters present in the population and look at Random Variables in detail, which are used to save the results of an experiment in Statistics. You will then explore one of the most important fields in Statistics - Hypothesis Testing, and then explore various types of tests used to check our hypothesis. The last part of our book will focus on how you can process data using Python, some elements of Non-parametric statistics, and finally, some introduction to Machine Learning. Ê WHAT YOU WILLÊ LEARNÊÊ _ Understand the basics of Statistics _ Get to know more about Descriptive Statistics _ Understand and learn advanced Statistics techniques _ Learn how to apply Statistical concepts in Python _ Understand important Python packages for Statistics and Machine Learning Ê WHO THIS BOOK IS FORÊ This book is for anyone who wants to understand Statistics and its use in Machine Learning. This book will help you understand the Mathematics behind the Statistical concepts and the applications using the Python language. Having a working knowledge of the Python language is a prerequisite. TABLE OF CONTENTSÊ 1. Introduction to Statistics 2. Descriptive Statistics 3. Probability 4. Random Variables 5. Parameter Estimations 6. Hypothesis Testing 7. Analysis of Variance 8. Regression 9. Non Parametric Statistics 10. Data Analysis using Python 11. Introduction to Machine Learning
This book presents the principles and practices of rock blasting for underground hard rock mining. It covers a theoretical background of the rock blasting technology and comprehensive case studies on different stages of rock blasting for underground metalliferous mining. It includes the discussions on burn-cut face blasting pattern, slot raise excavation methodology, and ring blasting methods. It further discusses different practical challenges associated with underground blasting, viz. ore dilution, ground vibration, wall instability, etc., and their possible solutions. The book also covers the recent advancements in methodologies to predict blasting outcomes and instrumentations for monitoring rock blasting operations. The book is a useful reference for rock blasting practitioners, mining engineers, professionals, and researchers. It is also a valuable reference for undergraduate and postgraduate students.
Unleash Advanced Techniques and Strategies to Safeguard Systems, Networks, and Critical Infrastructure in the Ethical Hacking Landscape (English Edition)
Unleash Advanced Techniques and Strategies to Safeguard Systems, Networks, and Critical Infrastructure in the Ethical Hacking Landscape (English Edition)
Defend Systems, Unveil Vulnerabilities, and Safeguard Infrastructure with Expert Strategies KEY FEATURES ● Explore sophisticated methods to network compromises, including establishing persistent access, lateral movement, and privilege escalation. ● Delve into methodologies for ethical hacking across various components, from routers and services to databases and Active Directory. ● Reinforce your skills through hands-on examples, real-world case scenarios, and insights from seasoned penetration testers, ensuring practical and applicable knowledge in every lesson. DESCRIPTION Embark on an immersive journey into the world of ethical hacking with "Infrastructure Attack Strategies for Ethical Hacking". From the initial stages of reconnaissance and enumeration to advanced techniques like attacking routers, databases, and Microsoft Windows systems, this handbook equips you with the skills needed for a comprehensive infrastructure compromise. Encompassing both external and internal enumeration techniques, the book delves into attacking routers and services, establishing footholds, privilege escalation, lateral movement, and exploiting databases and Active Directory. You will gain proficiency in methodologies and tools for ethically compromising systems, navigating through networks, collecting intelligence, and providing effective remediation advice. This handbook places a strong emphasis on interactive learning, focusing on playing with hashes, tickets, and keys. With its practical approach and expert guidance, this book serves as an invaluable resource, empowering you to confidently master advanced infrastructure attack strategies and bolster your cybersecurity expertise. WHAT WILL YOU LEARN ● Master the intricacies of infrastructure attacks and ethical system compromise techniques. ● Execute external and internal network reconnaissance to collect intelligence and pinpoint potential attack vectors. ● Utilize routers, services, databases, and Active Directory to secure initial access, establish persistence, and enable lateral movement. ● Systematically enumerate Windows and Linux systems, escalating privileges and extracting sensitive data with precision. ● Employ advanced pivoting techniques to traverse internal networks laterally. ● Conduct a thorough assessment of organizational security, showcasing the impact of vulnerabilities, and offering comprehensive remediation strategies. WHO IS THIS BOOK FOR? This book caters to information security professionals, ethical hackers, and penetration testers seeking to enhance their expertise in infrastructure attacks. Ideal for those with a foundational understanding of networking, operating systems, and penetration testing methodologies, it serves as an invaluable resource for individuals aiming to delve into advanced techniques for infrastructure attacks and further solidify their skill set. TABLE OF CONTENTS 1. Introduction to Infrastructure Attacks 2. Initial Reconnaissance and Enumeration 3. Attacking Routers 4. Looking for a Foothold 5. Getting Shells 6. Enumeration On Microsoft Windows 7. Enumeration on Linux 8. Internal Network Reconnaissance 9. Lateral Movement 10. Achieving First-level Pivoting 11. Attacking Databases 12. AD Reconnaissance and Enumeration 13. Path to Domain Admin 14. Playing with Hashes and Tickets Index
Identify, exploit, and test web application security with ease Key FeaturesGet up to speed with Metasploit and discover how to use it for pentestingUnderstand how to exploit and protect your web environment effectivelyLearn how an exploit works and what causes vulnerabilitiesBook Description Metasploit has been a crucial security tool for many years. However, there are only a few modules that Metasploit has made available to the public for pentesting web applications. In this book, you'll explore another aspect of the framework – web applications – which is not commonly used. You'll also discover how Metasploit, when used with its inbuilt GUI, simplifies web application penetration testing. The book starts by focusing on the Metasploit setup, along with covering the life cycle of the penetration testing process. Then, you will explore Metasploit terminology and the web GUI, which is available in the Metasploit Community Edition. Next, the book will take you through pentesting popular content management systems such as Drupal, WordPress, and Joomla, which will also include studying the latest CVEs and understanding the root cause of vulnerability in detail. Later, you'll gain insights into the vulnerability assessment and exploitation of technological platforms such as JBoss, Jenkins, and Tomcat. Finally, you'll learn how to fuzz web applications to find logical security vulnerabilities using third-party tools. By the end of this book, you'll have a solid understanding of how to exploit and validate vulnerabilities by working with various tools and techniques. What you will learnGet up to speed with setting up and installing the Metasploit frameworkGain first-hand experience of the Metasploit web interfaceUse Metasploit for web-application reconnaissanceUnderstand how to pentest various content management systemsPentest platforms such as JBoss, Tomcat, and JenkinsBecome well-versed with fuzzing web applicationsWrite and automate penetration testing reportsWho this book is for This book is for web security analysts, bug bounty hunters, security professionals, or any stakeholder in the security sector who wants to delve into web application security testing. Professionals who are not experts with command line tools or Kali Linux and prefer Metasploit’s graphical user interface (GUI) will also find this book useful. No experience with Metasploit is required, but basic knowledge of Linux and web application pentesting will be helpful.
Your one-stop guide to learning and implementing Red Team tactics effectively Key FeaturesTarget a complex enterprise environment in a Red Team activityDetect threats and respond to them with a real-world cyber-attack simulationExplore advanced penetration testing tools and techniquesBook Description Red Teaming is used to enhance security by performing simulated attacks on an organization in order to detect network and system vulnerabilities. Hands-On Red Team Tactics starts with an overview of pentesting and Red Teaming, before giving you an introduction to few of the latest pentesting tools. We will then move on to exploring Metasploit and getting to grips with Armitage. Once you have studied the fundamentals, you will learn how to use Cobalt Strike and how to set up its team server. The book introduces some common lesser known techniques for pivoting and how to pivot over SSH, before using Cobalt Strike to pivot. This comprehensive guide demonstrates advanced methods of post-exploitation using Cobalt Strike and introduces you to Command and Control (C2) servers and redirectors. All this will help you achieve persistence using beacons and data exfiltration, and will also give you the chance to run through the methodology to use Red Team activity tools such as Empire during a Red Team activity on Active Directory and Domain Controller. In addition to this, you will explore maintaining persistent access, staying untraceable, and getting reverse connections over different C2 covert channels. By the end of this book, you will have learned about advanced penetration testing tools, techniques to get reverse shells over encrypted channels, and processes for post-exploitation. What you will learnGet started with red team engagements using lesser-known methodsExplore intermediate and advanced levels of post-exploitation techniquesGet acquainted with all the tools and frameworks included in the Metasploit frameworkDiscover the art of getting stealthy access to systems via Red TeamingUnderstand the concept of redirectors to add further anonymity to your C2Get to grips with different uncommon techniques for data exfiltrationWho this book is for Hands-On Red Team Tactics is for you if you are an IT professional, pentester, security consultant, or ethical hacker interested in the IT security domain and wants to go beyond Penetration Testing. Prior knowledge of penetration testing is beneficial.
Propellants contain considerable chemical energy that can be used in rocket propulsion. Bringing together information on both the theoretical and practical aspects of solid rocket propellants for the first time, this book will find a unique place on the readers' shelf providing the overall picture of solid rocket propulsion technology. Aimed at students, engineers and researchers in the area, the authors have applied their wealth of knowledge regarding formulation, processing and evaluation to provide an up to date and clear text on the subject.
Prof. Dr. Bhanwar Singh Takhar, Professor and Principal, Allied Health Sciences, IIS, University Jaipur, Rajasthan, India. Dr. Shephali Dabral, Senior Physiotherapist, Dehradun, Uttrakhand, India Dr. Shalini Dixit, Associate Professor, Department of Allied Healthcare and Sciences, Vivekananda Global University, Jaipur, Rajasthan, India. Dr. Himanshu Sharma, Associate Professor, Department of Neuro Physiotherapy, Mahalaxmi College of Physiotherapy Raigaon, Satara ,Maharashtra, India.
This book at hand is an appropriate addition to the field of fractional calculus applied to control systems. If an engineer or a researcher wishes to delve into fractional-order systems, then this book has many collections of such systems to work upon, and this book also tells the reader about how one can convert an integer-order system into an appropriate fractional-order one through an efficient and simple algorithm. If the reader further wants to explore the controller design for the fractional-order systems, then for them, this book provides a variety of controller design strategies. The use of fractional-order derivatives and integrals in control theory leads to better results than integer-order approaches and hence provides solid motivation for further development of control theory. Fractional-order models are more useful than the integer-order models when accuracy is of paramount importance. Real-time experimental validation of controller design strategies for the fractional-order plants is available. This book is beneficial to the academic institutes for postgraduate and advanced research-level that need a specific textbook on fractional control and its applications in srobotic manipulators. The book is also a valuable teaching and learning resource for undergraduate and postgraduate students.
Colors Of Life is a love story woven around a middle class boy and girl. It captures the complex world of human emotions when technology interface was just knocking. It was a world with no Facebook, No Androids, No Multiplexes but pure, pristine and passionate surroundings. Boys and Girls talked more face to face. Love was accountable and responsible. It was like swans flying togather, romancing togather. The story captures the delicate human relationships and the continuous struggle for accepting love as an essential ingredient in life. In todays world of deceit and counterfeit relationships the story brings a breath of fresh air and exemplifies how simple virtue of trust and companionship helps shape the colors of world. There are several characters in the story who play their part in the overall canvas and ensure that love birds get to their destination. The story aptly captures the complex human relationships which shape an individuals life and responses. Love and passion are the universal eraser of our fears and tribulations. They transcend time, geogrpahies, age and have been with us ever since the dawn of civilization. If there were no love and passion, this world will be devoid of color and memories.
The technology for wireless power transfer (WPT) is in the forefront of electronic development. Applications involving microwaves, solar cells, lasers, and resonance of electromagnetic waves have had the most recent success with WPT. The main function of wireless power transfer is to allow electrical devices to be continuously charged and lose the constraint of a power cord. Although the idea is only a theory and not widely implemented yet, extensive research dating back to the 1850
Indian Political Thought: Themes and Thinkers covers all major Indian political thinkers from the ancient, through medieval to the modern times. Thus, this book provides an overview of the evolution of the Indian political thought through different historical periods, giving an insight into the sociological and political conditions of the times that shaped the Indian political thinking. It does not only talk about the lives and times of the thinkers, but also explores the important themes that formed the basis of their political ideologies. The chapters discuss the contributions of the thinkers and at the same time examine some important themes including the theory of state, civil rights, ideal polity, governance, nationalism, democracy, social issues like gender and caste, swaraj, satyagraha, liberalism, constitutionalism, Marxism, socialism and Gandhism. With a comprehensive coverage of both the thinkers and the themes of the Indian political thought, this book caters to needs of the undergraduate as well as the post graduate courses of all Indian universities. It is valuable also for UGC-NET and civil service examinations.
Discover end-to-end penetration testing solutions to enhance your ethical hacking skills Key FeaturesPractical recipes to conduct effective penetration testing using the latest version of Kali LinuxLeverage tools like Metasploit, Wireshark, Nmap, and more to detect vulnerabilities with easeConfidently perform networking and application attacks using task-oriented recipesBook Description Many organizations have been affected by recent cyber events. At the current rate of hacking, it has become more important than ever to pentest your environment in order to ensure advanced-level security. This book is packed with practical recipes that will quickly get you started with Kali Linux (version 2018.4 / 2019), in addition to covering the core functionalities. The book will get you off to a strong start by introducing you to the installation and configuration of Kali Linux, which will help you to perform your tests. You will also learn how to plan attack strategies and perform web application exploitation using tools such as Burp and JexBoss. As you progress, you will get to grips with performing network exploitation using Metasploit, Sparta, and Wireshark. The book will also help you delve into the technique of carrying out wireless and password attacks using tools such as Patator, John the Ripper, and airoscript-ng. Later chapters will draw focus to the wide range of tools that help in forensics investigations and incident response mechanisms. As you wrap up the concluding chapters, you will learn to create an optimum quality pentest report. By the end of this book, you will be equipped with the knowledge you need to conduct advanced penetration testing, thanks to the book’s crisp and task-oriented recipes. What you will learnLearn how to install, set up and customize Kali for pentesting on multiple platformsPentest routers and embedded devicesGet insights into fiddling around with software-defined radioPwn and escalate through a corporate networkWrite good quality security reportsExplore digital forensics and memory analysis with Kali LinuxWho this book is for If you are an IT security professional, pentester, or security analyst who wants to conduct advanced penetration testing techniques, then this book is for you. Basic knowledge of Kali Linux is assumed.
A MUST READ for all upcoming professionals or those in early stages of their career. Every year, millions of graduates stand at the doorstep of the professional world, is it easy to find a job? Or, the bigger question is- Once you find a job, how to be at the top in order to sustain in this highly competitive market? "Before You Hatch Up" by Himanshu Arora is a guide designed to help students and job seekers transition effectively from academia to the professional world. The book covers essential topics such as enhancing soft skills, motivation, a growth mindset, personality development, workplace etiquette, and professional development. It offers practical advice to enhance employability, emphasizing the importance of soft skills, continuous learning, and personal branding. It is like a mentor guiding you on the next steps in your professional journey. This reader friendly and realistic book – - Takes you from mere eligibility to effective employability. - Helps you understand the expectations of the corporate world. - Gives you an opportunity to adapt in the ever-changing and demanding industry which is Volatile, Uncertain, Complex & Ambiguous (VUCA World). - Discusses how you can increase your “demand quotient” and "employability quotient" - Suggests you to enhance your soft skills treasure - Helps you channelizing your energy in the right direction - Enlightens you to bring out from within "The Better YOU" Reading this book will definitely open your mind towards getting better and better with every passing day.
Over 120 recipes to perform advanced penetration testing with Kali Linux About This Book Practical recipes to conduct effective penetration testing using the powerful Kali Linux Leverage tools like Metasploit, Wireshark, Nmap, and many more to detect vulnerabilities with ease Confidently perform networking and application attacks using task-oriented recipes Who This Book Is For This book is aimed at IT security professionals, pentesters, and security analysts who have basic knowledge of Kali Linux and want to conduct advanced penetration testing techniques. What You Will Learn Installing, setting up and customizing Kali for pentesting on multiple platforms Pentesting routers and embedded devices Bug hunting 2017 Pwning and escalating through corporate network Buffer overflows 101 Auditing wireless networks Fiddling around with software-defned radio Hacking on the run with NetHunter Writing good quality reports In Detail With the current rate of hacking, it is very important to pentest your environment in order to ensure advanced-level security. This book is packed with practical recipes that will quickly get you started with Kali Linux (version 2016.2) according to your needs, and move on to core functionalities. This book will start with the installation and configuration of Kali Linux so that you can perform your tests. You will learn how to plan attack strategies and perform web application exploitation using tools such as Burp, and Jexboss. You will also learn how to perform network exploitation using Metasploit, Sparta, and Wireshark. Next, you will perform wireless and password attacks using tools such as Patator, John the Ripper, and airoscript-ng. Lastly, you will learn how to create an optimum quality pentest report! By the end of this book, you will know how to conduct advanced penetration testing thanks to the book's crisp and task-oriented recipes. Style and approach This is a recipe-based book that allows you to venture into some of the most cutting-edge practices and techniques to perform penetration testing with Kali Linux.
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