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Becoming a Data Analyst. A Beginner's Guide to Kickstarting Your Data Analysis Career
Remsey Mailjard, Maaike van Putten
This guide is designed to take you from novice to confident data analyst. Starting with the fundamentals of data analytics, you will explore what data analysis entails and why it's crucial in today's data-driven industries. You'll develop a data analyst mindset, honing your problem-solving and critical-thinking skills through practical exercises. You'll be introduced to different types of data, data sources and key concepts like KPIs and data warehouses. Hands-on chapters will guide you through Excel for basic data analysis, teaching you vital functions, pivot tables, and visualization techniques. You'll dive into SQL to query and manipulate data as well as data cleaning and exploration to prepare datasets for meaningful analysis. More advanced chapters will introduce you to Power BI, so you can build interactive dashboards and use DAX for advanced calculations. You'll work on major projects that will form a professional portfolio showcasing your skills in sales analysis, HR analytics, and customer insights. Finally, the book will teach you the art of communicating your findings through data storytelling to different audiences. You'll also find guidance on continuing education and career growth, ensuring you're well-prepared to launch a successful career in data analytics.
Brent Dawson, Laurynas Merkelis
Implementing an ERP project is a daunting task, and it can often get derailed due to several reasons, including but not limited to inefficient planning, inadequate resource scoping, insufficient working knowledge of ERP systems, and more. Becoming a Dynamics 365 Finance and Supply Chain Solution Architect helps you understand the intricacies of ERP project implementation for seamless deployment.This comprehensive guide helps you gain a deep understanding of how to implement and optimize robust business applications that meet the evolving needs of organizations. You’ll discover various integration methodologies to integrate different software applications and plan successful data migration seamlessly. By leveraging the author’s expertise, you’ll explore different challenges that can lead to project failure or cost/time overruns, along with customized solutions to maneuver past those issues for a successful outcome.By the end of the book, you’ll be able to identify potential issues that can negatively impact the delivery of the project and make design decisions that will prevent any potential negative impact on the design and functionality of the system at go-live stage.
Juan Bravo Vargas, Mariano Martínez Melo, Tommy Skaue
Meeting delivery commitments has become increasingly challenging due to evolving demands and fluctuating material availability. As a result, establishing robust systems and processes that can adapt to this dynamic environment has become a necessity. With Becoming a Dynamics 365 Supply Chain Management Functional Consultant Associate, you’ll understand how to initiate and implement effective supply chain management processes.This book begins with an overview of the processes and modules within Dynamics 365 and then delves into real-life case studies involving procurement, sales, and quality assurance. You’ll explore more advanced tools and core processes, such as warehouse and transportation management, which allows you to define storage flows and shipping controls. You’ll also learn about the various tools available to define solutions and discover how to work within the Dynamics 365 Supply Chain Management platform. The last set of chapters will take you through the planning techniques and considerations to schedule and control all supply process flows seamlessly.By the end of this book, you’ll not only be well-prepared to obtain your certification as a Microsoft Dynamics 365 Supply Chain Management Functional Consultant Associate but also be equipped to solidify your expertise and pursue exciting career opportunities.
Marketing is one of the most powerful entities in the modern world with the potential to make or break a business. The mighty Microsoft Dynamics 356 Marketing tool offers a wide range of marketing automation tools, understanding which is an essential skill for a successful marketer. This in-depth guide to the ins and outs of Dynamics 365 Marketing will help you grasp all the information you need to implement and use the system the right way. Starting with the setup and configuration of your Dynamics 365 Marketing instance, you'll explore fundamental concepts, such as leads, accounts, and contacts, and the creation and administration of segments and lists. Once you've grasped these basic concepts, you'll advance to the core of the book. From the email editor to outbound and real-time customer journeys and from the event module to Customer Voice, you'll develop a solid understanding of the fundamental topics crucial for anyone who wants to be a Dynamics 365 Marketing functional consultant.By the end of the book, you'll be ready for Dynamics 365 Marketing end-to-end implementations.
One of the five most prestigious certifications in the world, the PMP® exam is said to be the most difficult non-technical certification exam. With this exam guide, you'll be able to address the challenges in learning advanced project management concepts.This PMP study guide covers all of the 10 project management knowledge areas, 5 process groups, 49 processes, and aspects of the Agile Practice Guide that you need to tailor your projects. With this book, you will understand the best practices found in the sixth edition of the PMBOK® Guide and the newly updated exam content outline. Throughout the book, you'll learn exam objectives in the form of a project for better understanding and effective implementation of real-world project management tasks, helping you to not only prepare for the exam but also implement project management best practices. Finally, you'll get to grips with the entire application and testing processes in PMP® and discover numerous tips and techniques for passing the exam on your first attempt.By the end of this PMP® exam prep book, you'll have a solid understanding of everything you need to pass the PMP® certification exam, and be able to use this handy, on-the-job desktop reference guide to overcome challenges in project management.
Site reliability engineering is all about continuous improvement, finding the balance between business and product demands while working within technological limitations to drive higher revenue. But quantifying and understanding reliability, handling resources, and meeting developer requirements can sometimes be overwhelming. With a focus on reliability from an infrastructure and coding perspective, Becoming a Rockstar SRE brings forth the site reliability engineer (SRE) persona using real-world examples.This book will acquaint you the role of an SRE, followed by the why and how of site reliability engineering. It walks you through the jobs of an SRE, from the automation of CI/CD pipelines and reducing toil to reliability best practices. You’ll learn what creates bad code and how to circumvent it with reliable design and patterns. The book also guides you through interacting and negotiating with businesses and vendors on various technical matters and exploring observability, outages, and why and how to craft an excellent runbook. Finally, you’ll learn how to elevate your site reliability engineering career, including certifications and interview tips and questions.By the end of this book, you’ll be able to identify and measure reliability, reduce downtime, troubleshoot outages, and enhance productivity to become a true rockstar SRE!
This book is a complete guide to learning essential architectural concepts that’ll enable you to deliver secure, high-performant Salesforce solutions and pass the Salesforce CTA review board exam with confidence. This second edition comes with updated content, additional supporting material such as cheat sheets, and detailed practical examples, and helps you learn key soft skills to craft a winning presentation.You’ll begin by reviewing vital architectural concepts needed to create a scalable end-to-end Salesforce solution. Next, you’ll find out how to identify requirements and break down a problem into smaller, more solvable parts. As you advance, you’ll gain practical experience in managing design decisions and defending them using real-world scenarios. The book also helps familiarize you with the correct methodology to structure your solution presentation and the necessary supporting artifacts. Finally, you’ll practice providing solutions for two full hypothetical scenarios and structuring your playback step by step.By the end of this Salesforce book, you’ll be able to design a highly scalable Salesforce solution and create suitable material to comfortably explain the end-to-end solution to the CTA review board and potentially your customer, and have a higher chance of passing.
Salesforce Certified Technical Architect (CTA) is the ultimate certification to validate your knowledge and skills when it comes to designing and building high-performance technical solutions on the Salesforce platform. The CTA certificate is granted after successfully passing the CTA review board exam, which tests your platform expertise and soft skills for communicating your solutions and vision.You’ll start with the core concepts that every architect should master, including data lifecycle, integration, and security, and build your aptitude for creating high-level technical solutions. Using real-world examples, you’ll explore essential topics such as selecting systems or components for your solutions, designing scalable and secure Salesforce architecture, and planning the development lifecycle and deployments. Finally, you'll work on two full mock scenarios that simulate the review board exam, helping you learn how to identify requirements, create a draft solution, and combine all the elements together to create an engaging story to present in front of the board or to a client in real life.By the end of this Salesforce book, you’ll have gained the knowledge and skills required to pass the review board exam and implement architectural best practices and strategies in your day-to-day work.
Many organizations have embraced Agile methodologies to transform their ability to rapidly respond to constantly changing customer demands. However, in this melee, many enterprises often neglect to invest in architects by presuming architecture is not an intrinsic element of Agile software development.Since the role of an architect is not pre-defined in Agile, many organizations struggle to position architects, often resulting in friction with other roles or a failure to provide a clear learning path for architects to be productive.This book guides architects and organizations through new Agile ways of incrementally developing the architecture for delivering an uninterrupted, continuous flow of values that meets customer needs. You'll explore various aspects of Agile architecture and how it differs from traditional architecture. The book later covers Agile architects' responsibilities and how architects can add significant value by positioning themselves appropriately in the Agile flow of work. Through examples, you'll also learn concepts such as architectural decision backlog,the last responsible moment, value delivery, architecting for change, DevOps, and evolutionary collaboration.By the end of this Agile book, you'll be able to operate as an architect in Agile development initiatives and successfully architect reliable software systems.
Django is a powerful framework but choosing the right add-ons that match the scale and scope of your enterprise projects can be tricky. This book will help you explore the multifarious options available for enterprise Django development. Countless organizations are already using Django and more migrating to it, unleashing the power of Python with many different packages and dependencies, including AI technologies.This practical guide will help you understand practices, blueprints, and design decisions to put Django to work the way you want it to. You’ll learn various ways in which data can be rendered onto a page and discover the power of Django for large-scale production applications. Starting with the basics of getting an enterprise project up and running, you'll get to grips with maintaining the project throughout its lifecycle while learning what the Django application lifecycle is.By the end of this book, you'll have learned how to build and deploy a Django project to the web and implement various components into the site.
The job market related to the cloud and cloud-native technologies is both growing and becoming increasingly competitive, making certifications like KCNA a great way to stand out from the crowd and learn about the latest advancements in cloud technologies.Becoming KCNA Certified doesn't just give you the practical skills needed to deploy and connect applications in Kubernetes, but it also prepares you to pass the Kubernetes and Cloud Native Associate (KCNA) exam on your first attempt.The book starts by introducing you to cloud-native computing, containers, and Kubernetes through practical examples, allowing you to test the theory out for yourself. You'll learn how to configure and provide storage for your Kubernetes-managed applications and explore the principles of modern cloud-native architecture and application delivery, giving you a well-rounded view of the subject. Once you've been through the theoretical and practical aspects of the book, you'll get the chance to test what you’ve learnt with two mock exams, with explanations of the answers, so you'll be well-prepared to appear for the KCNA exam.By the end of this Kubernetes book, you'll have everything you need to pass the KCNA exam and forge a career in Kubernetes and cloud-native computing.
Becoming the Hacker. The Playbook for Getting Inside the Mind of the Attacker
Becoming the Hacker will teach you how to approach web penetration testing with an attacker's mindset. While testing web applications for performance is common, the ever-changing threat landscape makes security testing much more difficult for the defender.There are many web application tools that claim to provide a complete survey and defense against potential threats, but they must be analyzed in line with the security needs of each web application or service. We must understand how an attacker approaches a web application and the implications of breaching its defenses.Through the first part of the book, Adrian Pruteanu walks you through commonly encountered vulnerabilities and how to take advantage of them to achieve your goal. The latter part of the book shifts gears and puts the newly learned techniques into practice, going over scenarios where the target may be a popular content management system or a containerized application and its network.Becoming the Hacker is a clear guide to web application security from an attacker's point of view, from which both sides can benefit.
Beczka Amontillada Tysiące krzywd zadanych mi przez Fortunata zniosłem cierpliwej, niźli to było w mej mocy, lecz gdy doszło do zniewagi, poprzysiągłem sobie zemstę. Wy wszakże, którzy dobrze znacie mój charakter, nie pomyślicie chyba, że się zdradziłem choćby jedną pogróżką. Prędzej, później pomsta nadejść musiała — było to postanowienie, które zapadło ostatecznie. Sama jednak doskonałość powziętego pomysłu wykluczała wszelką myśl o narażeniu go na niebezpieczeństwo. [...]Edgar Allan PoeUr. 19 stycznia 1809 w Bostonie Zm. 7 października 1849 w Baltimore Najważniejsze dzieła: (proza) Rękopis znaleziony w butli (1833), Berenice (1835), Zagłada domu Usherów (1839), Zabójstwo przy Rue Morgue (1841), Maska Śmierci Szkarłatnej (1842), Złoty żuk (1843), Czarny kot (1843), Serce oskarżycielem (1843); (poezja) Kruk (1845), Tamerlane (1827) Poeta i prozaik amerykański. Za życia znany głównie jako bezkompromisowy krytyk literacki; był redaktorem wielu czasopism, w których publikował też swoje nowele i opowiadania. Twórczość Poe zalicza się do nurtu tzw. czarnego romantyzmu. Do fascynujących go tematów należy nieuchronnie i stale grożąca śmierć ze wszystkimi towarzyszącymi jej okolicznościami i emblematami, takimi jak: trup (szczególnie młodej kobiety por. Berenice), zamurowanie żywcem (Beczka Amontillada), choroba (Maska Śmierci Szkarłatnej), w tym również zaburzenia psychiczne (Zagłada domu Usherów). Doświadczenie śmierci stanowi ważny wątek jego biografii: na gruźlicę umarła jego matka (kiedy miał rok), a następnie przybrana matka Frances Allen i młodziutka żona Virginia (była jego siostrą cioteczną; poślubił ją, gdy miała 13 lat). Dominujący nastrój utworów poetyckich i prozaicznych Poe stanowią melancholia i groza, często ocierające się o makabrę oraz estetykę horroru. Zyskał wielką popularność w Europie (tłumaczył go Baudelaire), szczególnie w końcu wieku XIX, a modernistyczni twórcy odnajdowali u niego bliskie sobie wątki dekadentyzmu. Zarówno konstrukcja postaci, jak i innych elementów fabuły (tytułowy dom Usherów) pozwala na głęboką interpretację psychologiczną prozy Poe, która stanowiła inspirację m.in. dla Dostojewskiego. Uznawany jest też za jednego z ojców fantastyki (Rękopis znaleziony w butli, Eureka: A Prose Poem 1848; Edgarami nazwano na jego cześć nagrody przyznawane przez Mystery Writers of America) oraz noweli kryminalnej (Zabójstwo przy Rue Morgue). Postać pojawiającego się w kilku utworach detektywa, C. Auguste'a Dupina, rozwiązującego zagadki kryminalne dzięki dedukcji, stanowi pierwszą z szeregu podobnych, takich jak Sherlock Holmes Arthura Conan Doyle'a czy Hercules Poireau Agathy Christie. Był alkoholikiem; czterdziestoletni Poe został znaleziony na ulicy w ciężkim stanie fizycznym w delirium i po kilku dniach hospitalizacji zmarł z niewyjaśnionych przyczyn. Kupując książkę wspierasz fundację Nowoczesna Polska, która propaguje ideę wolnej kultury. Wolne Lektury to biblioteka internetowa, rozwijana pod patronatem Ministerstwa Edukacji Narodowej. W jej zbiorach znajduje się kilka tysięcy utworów, w tym wiele lektur szkolnych zalecanych do użytku przez MEN, które trafiły już do domeny publicznej. Wszystkie dzieła są odpowiednio opracowane - opatrzone przypisami oraz motywami.
Od wydania kanonicznego "Bedekera sopockiego" Franciszka Mamuszki minęło już ponad 40 lat. Wciąż jeszcze dostępne są coraz bardziej wytarte egzemplarze tej książki, będącej pierwszym kompendium wiedzy na temat Sopotu. Autor, łącząc wątki sobie współczesne z historią sięgającą średniowiecza, napisał przewodnik, który mimo upływu lat w dalszym ciągu stanowi inspirację i źródło wiedzy dla kolejnych pokoleń mieszkańców i miłośników miasta. Popularnonaukowa forma tego pierwszego wydawnictwa, które tak obszernie opisywało dzieje miasta, sprawiła, że dotarł on do bardzo szerokiego grona osób. Wszak specjalistyczne monografie i opracowania historyczne, opatrzone aparatem naukowym w postaci przypisów, czytają głównie specjaliści i pasjonaci. Zresztą w tamtym czasie prac naukowych poświęconych wyłącznie historii Sopotu najzwyczajniej nie było. Niniejsza książka ma za zadanie upowszechniać wiedzę o historii i teraźniejszości Sopotu. Nie jest to praca naukowa w ścisłym znaczeniu, starałem się jednak zamieścić najnowsze dane i aktualny stan badań. Wiele spośród przytoczonych tu historii to opowieści, miejskie legendy i anegdoty. Jest to bowiem także element budujący przeszłość, teraźniejszość i przyszłość miasta. Trudno mi nawet określić, do jakiego gatunku przypisać tę publikację. Tytułem nawiązuje do bedekera. Bo też chciałbym, aby nawiązywała do poprzednich, znakomitych książek tego rodzaju i do całej klasyki gatunku. Z drugiej strony można ją potraktować jako coś pośredniego między bedekerem, vademecum, silva rerum, spacerownikiem i zbiorem reportaży literackich lub po prostu opowieści o mieście. Zatem formuła książki jest pojemna i zawiera elementy gawędy, przewodnika, ale także sprawdzone fakty historyczne z niezbędnymi cytatami, a oprócz tego anegdoty i najważniejsze informacje o życiu miasta. A wszystko po to, by po Bedeker sopocki mogły sięgnąć zarówno osoby poszukujące danych historycznych, jak i pasjonaci miejsca oraz odwiedzający kurort turyści. Usystematyzowanie i zebranie wszystkich informacji o Sopocie w jednej publikacji może również pomóc w organizowaniu lekcji historii lokalnej. Układ książki nieco różni się od klasycznego, alfabetycznego układu bedekera. Postanowiłem, nieco eksperymentalnie, pozamykać opowieści w działach łączących podobne narracje. Natomiast w obrębie działu mamy już układ alfabetyczny, gdyż wyróżnianie któregokolwiek z tematów zmieniałoby przesłanie książki. Przyznaję, że zaskoczył mnie ogrom sopockich opowieści i wątków oraz materiałów, które należało wyselekcjonować. Pomimo że historią Sopotu zajmuję się już od ponad dwóch dekad. Być może to ostatni moment na powstanie takiej publikacji, nie wiadomo bowiem, czy w przyszłości tego typu przedsięwzięcia będą jeszcze kogokolwiek interesować. Zwłaszcza gdy zabraknie tych, którzy potrafią swoją wiedzę i swoje przeżycia przekazać bez używania sztucznej inteligencji. Ze Wstępu do książki Tomasz Kot Lista lektur poświęconych historii Sopotu jest coraz dłuższa. Tomasz Kot, który od dwóch dekad bada dzieje naszego miasta, dołożył do niej kilka pozycji swojego autorstwa, z których najnowsza to Bedeker Sopocki. Książka w atrakcyjny sposób opowiada o architekturze, omawia miejską symbolikę i wreszcie ludzi. To oni są najważniejsi i to oni w ciągu 200 lat historii kurortu budowali tożsamość Sopotu, stanowiąc o jego charakterze i kolorycie. Bedeker to lektura obowiązkowa dla każdego miłośnika naszego miasta i każdego, kto szuka w nim czegoś więcej niż tylko pocztówkowych obrazków z molo czy ul. Bohaterów Monte Cassino. Choć ukazuje się niemal pół wieku po ikonicznym Bedekerze Sopockim Franciszka Mamuszki, spełnia tę samą rolę popularyzuje i uzupełnia wiedzę na temat Sopotu. Uzupełnia, choć nie wyczerpuje. I to jest kolejna dobra wiadomość dobór i zakres tematów sugeruje, że możemy oczekiwać kontynuacji. Zapraszam do lektury! Magdalena Czarzyńska-Jachim pełniąca funkcję Prezydenta Miasta Sopotu Tomasz Kot - dziennikarz, fotograf, pasjonat historii i życia codziennego Sopotu i Trójmiasta. Ukończył historię na Uniwersytecie Gdańskim. Od 1999 roku prowadził lokalny miesięcznik Kuryer Sopocki. Autor publikacji Kurort w szponach wojny oraz cyklu artykułów o tematyce historycznej, kryminalnej i społecznej dotyczących regionu, publikowanych na portalu Trójmasto.pl. Autor książki Spacerownik sopocki. Siedem tras po magicznych zakątkach Sopotu.
Professor Allgermissen löst das Problem der Gedankenübertragung. Forscher sind mit Hilfe von bestimmten Wellen in der Lage Gedanken zu lesen und zu beeinflussen. Politisch verfeindete Systeme machen sich die moderne Technik zu Nutze, um ihre Gegner auszuspionieren und gelangen somit an die unbeschränkte im geheimen geführte Macht. Professor wird jedoch wahnsinnig und stirbt daran. Einen Teil seiner Erfindung gelangt in die Hände des verbrecherischen Abtes Turi Chan, der mit dieser Macht einen Krieg der gelben Rasse gegen die Weißen entfesselt, der andere Teil in den Besitz des deutschen Erfinders Georg Astenryk. Sie werden zu heimlichen Herrschern über ihre Mitmenschen, sie bekämpfen einander mit allen Mitteln. Ein Kampf um die Weltherrschaft und das eigene Leben beginnt.
“Before Adam” is a book by Jack London, an American novelist. A pioneer of commercial fiction and an innovator in the genre that would later become known as science fiction. Before Adam is a novel by Jack London. It is the story of a man who dreams he lives the life of an early hominid. The story offers an early view of human evolution. The majority of the story is told through the eyes of the man's hominid alter ego, one of the Cave People. In addition to the Cave People, there are the more advanced Fire People, and the more animal-like Tree People.
Before Adam is a striking story about our distant Neanderthal ancestors, who are just starting to become aware of themselves as people. According to the plot of the story, the protagonist has dreams in which he watches a movie about his adventures in prehistoric times in the person of the Big Tooth boy living with his mother in a nest in a big tree... The author tried to diversify the heros dreams with various adventures: problems with his mother, constantly changing husbands; complex relationships between different subspecies of modern people; cruel relationships between people and so on.
Before destiny teaches us to hurt. Tom 1. Część 2
Od miłości do... kłamstwa? Chwila zapomnienia i kilka złamanych zasad zwykle nie zwiastują niczego dobrego, ale Destiny Joyce zupełnie się nie spodziewała, że mogą doprowadzić do katastrofy. Choć Oscar i Destiny starają się udawać, że skradziony pod osłoną nocy pocałunek nie zmienił za wiele w ich relacji, to wzajemna nienawiść przemieniła się w sympatię. Miłość jednak jest krucha, a ludzkie serce zbyt naiwne. Destiny zakochuje się w Oscarze, a tym samym staje się ślepa na jego kłamstwa, które mogą wyjść na jaw w każdej chwili. Wrogowie próbują to wykorzystać przeciwko nim, bo chociaż uczucia kochanków są szczere, to wciąż skrywane tajemnice nieustannie stają im na drodze, a Oscar obawia się, że Destiny nie będzie potrafiła mu wybaczyć. Podobno prawdziwa miłość jest w stanie przezwyciężyć wszystko. Jednak nikt nie mówi o tym, że ludzkie serce nie wszystko potrafi znieść. Nikt nie wspomina, że czasem nagromadzone kłamstwa i wyrządzone krzywdy sprawiają, że rezygnujemy z walki, by nie ponieść większych strat. Może to dlatego Oscar Preston kłamał? By nie złamać kruchego serca Destiny Joyce...? Sięgnij po pierwszy tom serii #DESTINY
Before destiny teaches us to lie. Tom 1. Część 1
Od nienawiści do... miłości? Pomysły, na które wpada się pod wpływem silnych emocji, rzadko należą do najlepszych, ale Destiny Joyce zupełnie się nie spodziewała, że mogą być aż tak złe. Kiedy dzień przed walentynkami porzuca ją partner, Destiny żąda sprawiedliwości. Chęć zemsty przyświeca tłamszonej przez lata Joyce do tego stopnia, że decyduje się podjąć pracę u największej konkurencji swojego byłego kochanka ― po tym, jak nietrzeźwa złożyła aplikację na stanowisko asystentki szefa. Głową ogromnej korporacji, będącej liderem na międzynarodowym rynku finansowym, jest niejaki Oscar Preston. Być może dlatego Destiny nie podejrzewa, że jako prawa ręka człowieka, dla którego była definicją chaosu i którego szczerze nie znosiła, zapomni o zemście, jakiej pragnęła dokonać, i uwikła się w romans wyrosły na wzajemnej niechęci. W końcu każda reguła ma swój wyjątek. Czasem największy wróg staje się najwierniejszym kochankiem, a nienawiść może się przeistoczyć w bezgraniczną miłość. Jednak nikt nie mówi o tym, co trwa pomiędzy regułą a wyjątkiem. I nikt nie wspomina o tym, że nie każdy jest gotów to przetrwać. Może dlatego nikt nie powiedział Destiny Joyce, jak wiele kłamstw ukrywa Oscar Preston? Posłuchaj audiobooka:
In this book, you'll embark on a comprehensive journey through the fundamentals of linear algebra, a critical component for any aspiring machine learning expert. Starting with an introductory overview, the course explains why linear algebra is indispensable for machine learning, setting the stage for deeper exploration. You'll then dive into the concepts of vectors and matrices, understanding their definitions, properties, and practical applications in the field.As you progress, the course takes a closer look at matrix decomposition, breaking down complex matrices into simpler, more manageable forms. This section emphasizes the importance of decomposition techniques in simplifying computations and enhancing data analysis. The final chapter focuses on principal component analysis, a powerful technique for dimensionality reduction that is widely used in machine learning and data science. By the end of the course, you will have a solid grasp of how PCA can be applied to streamline data and improve model performance.This course is designed to provide technical professionals with a thorough understanding of linear algebra's role in machine learning. By the end, you'll be well-equipped with the knowledge and skills needed to apply linear algebra in practical machine learning scenarios.
This book takes readers on a structured journey through calculus fundamentals essential for AI. Starting with “Why Calculus?” it introduces key concepts like functions, limits, and derivatives, providing a solid foundation for understanding machine learning.As readers progress, they will encounter practical applications such as Taylor Series for curve fitting, gradient descent for optimization, and L'Hôpital’s Rule for managing undefined expressions. Each chapter builds up from core calculus to multidimensional topics, making complex ideas accessible and applicable to AI.The final chapters guide readers through multivariable calculus, including advanced concepts like the gradient, Hessian, and backpropagation, crucial for neural networks. From optimizing models to understanding cost functions, this book equips readers with the calculus skills needed to confidently tackle AI challenges, offering insights that make complex calculus both manageable and deeply relevant to machine learning.
Delve into the importance of probability and statistics in AI, beginning with fundamental measures like mean, median, and variance. This book takes you on a journey through the basics of probability theory, introducing key concepts such as central tendency, variance, and probability distributions. It emphasizes the role of statistical measures in understanding and analyzing data.Building on these foundations, the book explores hypothesis testing, Bayesian inference, and statistical distributions in-depth. Readers will gain practical insights into essential techniques for model evaluation, maximum likelihood estimation, and the interpretation of data in the context of AI applications. Each concept is illustrated with practical examples and case studies to ensure clarity and application.Finally, advanced topics like Markov processes, hierarchical Bayesian models, and multivariate distributions are introduced. The book addresses critical areas like variance, correlation, and hypothesis testing, equipping readers with the skills to tackle real-world challenges in AI and machine learning. Whether you're a student, professional, or AI enthusiast, this book offers the essential statistical tools and knowledge to excel in the field.
Using the same framework to build both server and client-side applications saves you time and money. This book teaches you how you can use JavaScript and Node.js to build highly scalable APIs that work well with lightweight cross-platform client applications. It begins with the basics of Node.js in the context of backend development, and quickly leads you through the creation of an example client that pairs up with a fully authenticated API implementation. By the end of the book, you’ll have the skills and exposure required to get hands-on with your own API development project.
Beginning C# 7 Hands-On – Advanced Language Features assumes that you’ve mastered the basic elements of the C# language and that you're now ready to learn the more advanced C# language and syntax, line by line, in a working Visual Studio environment. You'll learn how to code advanced C# language topics including generics, lambda expressions, and anonymous methods.You'll learn to use query syntax to construct queries and deploy queries that perform aggregation functions. Work with C# and SQL Server 2017 to perform complex joins and stored procedures. Explore advanced file access methods, and see how to serialize and deserialize objects – all by writing working lines of code that you can run within Visual Studio.This book is designed for beginner C# developers who have mastered the basics now, and anyone who needs a fast reference to using advanced C# language features in practical coding examples. You'll also take a look at C# through web programming with web forms. By the time you’ve finished this book, you’ll know all the critical advanced elements of the C# language and how to program everything from C# generics to XML, LINQ, and your first full MVC web applications. These are the advanced building blocks that you can then combine to exploit the full power of the C# programming language, line by line.