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Ultimate Machine Learning Job Interview Questions Workbook: Brief Crash Courses and Real Interview Questions taking you from Beginner to FAANG & Wall Street Offers by Jamie Flux
English | November 23, 2024 | ISBN: N/A | ASIN: B0DNWQ6HDM | 509 pages | PDF | 9.14 Mb
Dive into a treasure trove of meticulously curated knowledge designed to propel you from a beginner to securing offers from the industry's giants like FAANG and Wall Street. This workbook combines brief crash courses on essential topics with real-world interview questions, helping you navigate even the toughest interview scenarios.

Key Features:
- Comprehensive Coverage: From foundational concepts to advanced topics, this workbook covers an extensive range of subjects crucial for machine learning roles.
- Real Interview Questions: Prepare with confidence using questions based on what actual top-tier companies ask.
- Crash Courses: Brief yet thorough insights into each topic ensure you understand the core concepts rapidly.
- Industry Application: Learn how various machine learning techniques are applied across different industries.
- Optimized Learning: The workbook's structured approach enables you to focus on key areas and polish your skills comprehensively.
What You Will Learn:
- Grasp the principles and applications of Gradient Boosting Machines
- Master the kernel trick in Support Vector Machines for high-dimensional classification
- Understand backpropagation in neural networks with detailed walkthroughs
- Analyze the workings of convolutional layers in CNNs
- Explore Recurrent Neural Networks and the functionality of LSTM cells
- Unpack attention mechanisms crucial for natural language processing
- Harness the power of transfer learning and its popular architectures
- Perform Bayesian inference for predictive modeling
- Implement Markov Chain Monte Carlo Methods for complex sampling
- Comprehend the mathematical framework of Variational Autoencoders
- Delve into adversarial training with Generative Adversarial Networks
- Utilize Principal Component Analysis for dimensionality reduction and anomaly detection
- Apply k-Nearest Neighbors for effective anomaly detection
- Break down Q-Learning in reinforcement learning
- Evaluate Proximal Policy Optimization in reinforcement learning contexts
- Compare Gini Impurity versus Entropy in Decision Trees
- Evaluate the out-of-bag error in Random Forests
- Understand Regularization Techniques in XGBoost
- Leverage Matrix Factorization for Recommender Systems
- Implement Hierarchical and DBSCAN Clustering Algorithms
- Navigate Expectation-Maximization for parameter estimation
- Perform topic modeling using Latent Dirichlet Allocation
- Explore Ensemble Methods like Stacking for prediction enhancement
- Optimize with Simulated Annealing inspired by metallurgy
- Differentiate between Ridge and Lasso Regression for feature selection
- Investigate Elastic Net Regularization for improved predictions
- Learn Fisher's Linear Discriminant Analysis for class separation
- Forecast with Kalman Filters and ARIMA for time-series analysis
- Deconstruct time series using Seasonal Decomposition (STL)
- Apply Recursive Feature Elimination for selecting influential features
- Utilize exponential smoothing for precise time series forecasting

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[booksz]

Ultimate Robotics Programming with ROS 2 and Python
by Jonathan Cacace
English | December 30, 2024 | ISBN: 9348107909 | 453 Pages | epub | 44,41 MB

Learn Robotics and ROS 2 with Practical Examples
Key Features
● Solve basic and complex robotics problems through practical examples.
● Master ROS 2 programming fundamentals with Python for robotics.
● Simulate mobile and industrial robots using modern Gazebo tools.
Book Description
Robot Operating System (ROS) and Python are essential tools for developing advanced robotics applications, offering reliability and scalability for both research and industrial solutions. ltimate Robotics Programming with ROS 2 and Python introduces readers to ROS 2 without requiring prior experience in robotics. It blends theoretical explanations with practical exercises, empowering readers to solve specific robotics problems while understanding the reasoning behind various approaches.
The book covers a broad spectrum of robotics topics, including mobile robots, industrial manipulators, and aerial robots. These systems are simulated using the modern Gazebo simulator and programmed with ROS 2's out-of-the-box tools and custom solutions using the ROS 2 API. The book also delves into computer vision, generative AI, and machine learning, providing hands-on examples of real-world applications.
With intermediate challenges designed to reinforce learning, this book serves as an all-encompassing guide for anyone looking to master robotics programming with ROS 2 and Python. Step into the future of robotics and gain the expertise to build sophisticated, real-world robotic systems that can tackle the complex challenges of tomorrow.
What you will learn
● Understand the fundamentals of ROS 2 for robotics development.
● Develop robotics applications using Python and ROS 2 programming.
● Master advanced ROS 2 packages for navigation and manipulation.
● Implement behavior trees in ROS 2 with Python for intelligent robots.
● Utilize modern Gazebo for realistic robot simulation with ROS 2.
● Integrate Large Language Models (LLMs) with ROS 2 for advanced functionalities.
● Perform computer vision tasks with ROS 2 for intelligent robots.
Table of Contents
Introduction to Robot Operating System 2
Hands-on ROS 2 Programming Using Python
Supplementary Tools for ROS 2
Robot Visualization and Simulation
Writing Tests Using Pytest for ROS 2 Nodes
Controlling an Inverted Pendulum with a PID Controller
Laser-based Obstacle Avoidance with a Wheeled Mobile Robot
ROS 2 Behaviour Trees Using Python
Surveillance System Using Behaviour Trees
Robot Navigation Using ROS 2 Navigation Stack (Nav2)
Robot Arm Control Using MoveIt 2
Programming Aerial Robots Using ROS 2
Computer Vision Using ROS 2
Object Detection Using ROS 2
Using Large Language Models with ROS 2
Deep Reinforcement Learning Using ROS 2
Index
eBook Details:
Jonathan Cacace
453 Pages
11 - 12 Hours to read
140k Total words
Release Date: December 30, 2024
ISBN-13: 9789348107909
ISBN-10: 9348107909
Language: English
Format: epub
✅File Size: 44,41 MB

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[booksz]

Unity Cookbook - Fifth Edition: Over 160 recipes to craft your own masterpiece in Unity 2023 by Matt Smith, Shaun Ferns, Sinéad Murphy
English | November 30, 2023 | ISBN: 1805123025 | 780 pages | EPUB | 90 Mb
Are you ready to take your Unity game development skills to the next level? Look no further! The "Unity Cookbook 2023, 5th Edition" is your essential guide to mastering the latest features of Unity 2023, packed with over 140 recipes to empower your game development journey.

Purchase of the print or Kindle book includes a free eBook in the PDF format.Key FeaturesExplore VR and AR development to create immersive experiences that redefine gamingCraft captivating mobile games with optimized performance and user-friendly controlsElevate gameplay with expertly composed music, dynamic sound effects, and seamless audio integrationBook Description
Unleash your game development potential with Unity Cookbook, 5th Edition, designed to equip you with the skills and knowledge needed to excel in Unity game development. With over 160 expertly crafted recipes empowering you to pioneer VR and AR experiences, excel in mobile game development, and become a master of audio techniques.
In this latest edition, we've meticulously curated a collection of recipes that reflect the latest advancements in Unity 2023, ensuring you stay at the forefront of game development. You'll discover dedicated recipes for First/Third Person (Core) templates, create engaging mobile games, delve into Virtual and Augmented Reality, and go further with audio by exploring advanced techniques. Additionally, the book has been fully updated to incorporate the new input system and TextMeshPro, essential elements for modern game development.
From exploring C# scripting to crafting stylish UIs, creating stunning visual effects, and understanding shader development through Shader Graph, every chapter is designed to take you closer to your goal of becoming a proficient Unity developer.
So, whether you're aiming to develop the next hit game, enhance your portfolio, or simply have fun building games, this book will be your trusted companion on your journey to Unity proficiency.What you will learnCraft stylish user interfaces, from power bars to radars, and implement button-driven scene changes effortlesslyEnhance your games with AI controlled characters, harnessing Unity's navigation meshes, surfaces, and agentsDiscover the power of Cinemachine in Unity for intelligent camera movementsElevate games with immersive audio, including background music and dynamic sound effectsBring your games to life with captivating visual effects, from smoke and explosions to customizable particle systemsBuild your own shaders using Unity's Shader Graph toolWho this book is for
If you're a Unity developer looking for better ways to resolve common recurring problems, then this book is for you. Programmers dipping their toes into multimedia features for the first time will also find this book useful. Before you get started with this book, you'll need a solid understanding of Unity's functionality and experience with programming in C#.Table of ContentsDisplaying Data with Core UI ElementsResponding to User Events for Interactive UIsInventory and Advanced UIsPlaying and Manipulating SoundsTextures, Materials and 3D objectsCreating 3D environments with TerrainsCreating 3D geometry with ProBuilder2D Animation and PhysicsAnimated CharactersSaving and Loading DataControlling and Choosing PositionsNavigation Meshes and AgentsCameras, Lighting, and Visual EffectsShader Graphs and Video PlayersParticle Systems and Other Visual EffectsMobile Games and ApplicationsAugmented Reality (AR)(N.B. Please use the Look Inside option to see further chapters)

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Serena Forlati, "Universal Civil Jurisdiction Which Way Forward?"
English | ISBN: 9004408568 | 2020 | 220 pages | PDF | 13 MB
In Universal Civil Jurisdiction ¬ Which Way Forward? leading experts of public and private international law discuss the challenges that victims of international crimes face when they seek reparation in countries other than the country where the crime was committed.

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Universal Principles of Typography: 100 Key Concepts for Choosing and Using Type (Rockport Universal) by Elliot Jay Stocks, Ellen Lupton
English | April 16, 2024 | ISBN: 0760383383 | 224 pages | PDF | 12 Mb
Explore 100 key concepts, theories, and guidelines that are critical forchoosing and using type.

We communicate with text every single day, but what does it mean to really understand type-to use it with clear intent and purpose? The art and science of typography combines subtle tweaks to line lengths with harmonious combinations of weights and styles; considered typeface pairings with a robust set of alternate characters; exciting technological advances with the realities of font licensing. There are so many waysdesigners can optimize how text is read and influence the way its message is understood-and yet so many designers miscommunicate without even realizing it.
Richly illustratedandeasy to navigate, Universal Principles of Typographypairsclear explanationsof eachprinciplewithvisual examplesof it applied in practice. By considering these concepts and examples, you can learn to make more informed, and ultimately better, typographydecisions.
Building upon tried-and-tested principles from the world of print through to the very latest advances in browser technology, this bookwill equip you with everything you need to make the most informed typographic decisions in your design work today.
Featured principles are as diverse as:
Characters & GlyphsFont v. TypefaceHierarchyInclusivityOpenTypePairing typeRhythmWeb fonts
Each principle is presented in atwo-page format. The left-hand page contains a succinct definition, a full description of the principle, examples of its use, and guidelines for use. Sidenotes appear to the right of the text, and provide elaborations and references. The right-hand page contains visual examples and related graphics to support a deeper understanding of the principle.
With Universal Principles of Typography, gain a deep understanding of the universal principles of typography and learn how to apply them across any work you do with type, from the simplest of documents to the most complex of cross-platform design systems.
The titles in theRockport Universal seriesoffer comprehensive and authoritative information and edifying and inspiring visual examples on multidisciplinary subjects for designers, architects, engineers, students, and anyone who is interested in expanding and enriching their design knowledge.

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Unsichere Operationsindikationen und Überversorgung:
Häufigkeit chirurgischer und interventioneller Eingriffe im internationalen Vergleich
Deutsch | 2024 | ISBN: 3662704897 | 81 Pages | PDF (True) | 2.2 MB

Das Buch stellt mit der Analyse geographischer Unterschiede bei der Behandlung ausgewählter Erkrankungen potenzielle Einspareffekte im Gesundheitswesen dar. Dabei werden beispielhaft Eingriffe ganz verschiedener Fachgebiete (Allgemeinchirurgie, Orthopädie, Kardiologie, Hals-Nasen-Ohrenheilkunde, Urologie, Geburtshilfe) anhand nationaler und internationaler statistischer Erhebungen auf Ebene der deutschen Bundesländer und der OECD-Staaten untersucht. Auf der Basis einer Literaturrecherche in der Datenbank PubMed erfolgt die wissenschaftliche Analyse der dargestellten Unterschiede. Die Ergebnisse zeigen, dass unsichere Indikationen einen wesentlichen Grund für die Variation in der Operationshäufigkeit darstellen.

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Verkehrssicherheit: Maße und Modelle, Methoden und Maßnahmen für den Straßen- und Schienenverkehr By Eckehard Schnieder, Lars Schnieder (auth.)
2013 | 637 Pages | ISBN: 3540710329 | PDF | 11 MB
Verkehrssicherheit zu erreichen ist eine anspruchsvolle und komplexe Aufgabe. In diesem Werk wird Verkehrs(un)sicherheit ganzheitlich verstanden, um zur Verbesserung im Straßen- und Schienenverkehr beizutragen. Zunächst wird der Grundstein zu einer systemtheoretisch fundierten Verkehrssicherheit gelegt. Das Phänomen der Verkehrssicherheit selbst wird beschrieben und seine Wirkungsweise erklärt. Mit Kapiteln über geeignete Methoden und konkrete Maßnahmen wird gezeigt, wie Verkehrssicherheit technisch verwirklicht werden kann und wie sich die normativen Rahmenbedingungen in der Gesetzgebung entwickeln.

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Visualize to Mesmerize: Mastering the Art of Data Visualisation and Infographics (Data Visualisation Guide) by Dhruv Chowdary
English | May 16, 2024 | ISBN: N/A | ASIN: B0D4D3KSHC | PDF | 60 Mb
This is an essential guide tailored for individuals seeking to elevate their data visualization skills to new heights. Designed for beginners and seasoned professionals alike, this comprehensive book transcends the realm of tools and software, focusing instead on the fundamental principles of the art and science of data visualization.

At its core, the book delves into the intricate balance between aesthetics and functionality, emphasizing the importance of conveying meaningful insights through visually captivating designs. By placing emphasis on the creative process and conceptual understanding, readers are empowered to craft compelling visual narratives that resonate with their audience.
What sets this book apart is its immersive approach to learning. Through a blend of real-world case studies, practical tutorials, and insightful analyses, readers are guided through a transformative visual journey. Each chapter is meticulously crafted to provide actionable insights and practical tips, ensuring that readers not only grasp the concepts but also gain the confidence to apply them in their own projects.
The book begins by laying the foundation of data visualization, exploring key concepts such as storytelling, design principles, and audience engagement. From there, readers are introduced to a diverse range of visualization techniques, including charts, graphs, maps, and infographics, each accompanied by detailed explanations and illustrative examples. Also, an emphasis is placed on hands-on learning, with step-by-step tutorials and exercises designed to reinforce key concepts.
In addition to practical tutorials, the book also delves into the ethical considerations and best practices surrounding data visualization. By addressing topics such as data integrity, accessibility, and inclusivity, readers are encouraged to approach visualization projects with a sense of responsibility and mindfulness.

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VMware vSphere Essentials: A Practical Approach to vSphere Deployment and Management by Luciano Patrão
English | April 30, 2024 | ISBN: 8868802074 | 728 pages | MOBI | 38 Mb
This book fills a vacuum in the market for high-quality information on a VMware vSphere system and offers a thorough introduction to VMware virtualization. Written for novices and those seeking more information about vSphere, this book walks you through its key concepts and technology, such as vSphere infrastructure creation, maintenance, and performance for beginners and advanced users.

You'll take a step-by-step approach to guarantee you grasp the fundamental concepts and practical procedures required to construct and manage virtual machines in a VMware vSphere system. You'll explore the key components of vSphere with detail and explanation for each feature, including the hypervisor, networking, storage, and high availability, unravelling their intricacies and highlighting best practices.
This book provides full VMware knowledge to develop, set up, and maintain vSphere environments that meet modern computing needs. It also features advanced topics, such as resource optimization, performance monitoring, advanced settings, and automation, empowering you to take your virtualization skills to the next level. VMware vSphere Essentials uses a unique step-by-step instructions designed to provide a high-level understanding, accompanied by illustrative images.
What You'll LearnEnhance network efficiency with advanced vSphere LACP setupConfigure and manage virtual machines in vSphereImplement vSphere networking and storageExplore advanced vSphere features, such as DRS, HA, and fault toleranceMaster seamless VM migration techniquesOptimize hardware utilization with direct path I/O passthroughWho This Book Is For
System administrators, advanced vSphere administrators, and IT professionals pursuing VMware certifications

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W.I.N.: The Winning Habits of Peak Performance
by N. K. Yama
English | December 27, 2024 | ISBN: 8230051771 | 81 Pages | epub | 0,19 MB

W.I.N. is about you! This book will take you up the ladder of self-discovery, awareness and motivation. You will have the opportunity to engage in activities that not only define your personal goals and commitments but help you achieve them. You will learn what it is to win and be a winner in all that you do. Winning is not an occasional thing; it is a habit. In order to achieve success, it is vital to know who you are, what you want, and where you are going.
W.I.N guides you through the process of identifying your character traits, your motivations, and your goals and where you are along the journey of reaching them.
W.I.N. is a culmination of 40+ years in sports, and life experiences all summarized into one straight forward, direct and simple program. Like all great coaches, Nick has taken lessons, experiences, quotes, and stories from peers, coaches, athletes and friends and molded them into his own W.I.N. program.
You will be motivated, inspired, humbled, focused and empowered to follow the steps required to create your own W.I.N. program.
eBook Details:
N. K. Yama
81 Pages
1 - 2 Hours to read
25k Total words
Release Date: December 27, 2024
ISBN-13: 9798230051770
ISBN-10: 8230051771
Language: English
Format: epub
✅File Size: 0,19 MB

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Wasserversorgung: Gewinnung - Aufbereitung - Speicherung - Verteilung By Rosemarie Karger, Frank Hoffmann (auth.)
2013 | 340 Pages | ISBN: 383481380X | PDF | 15 MB
Experten der Wasserversorgung müssen heute die komplexen biologischen, chemischen, physikalischen und hygienischen Grundlagen kennen. Das Lehr- und Fachbuch bietet dazu einen umfassenden und modernen Einblick in die gesamten Aufgaben der Wasserversorgung von der Gewinnung über die Aufbereitung bis zur Verteilung. Einen Schwerpunkt bildet die Siedlungswasserwirtschaft. Die 14. Auflage wurde überarbeitet und zu allen EU-/deutschen Normen und dem Technischen Regelwerk aktualisiert. Zur besseren Anschaulichkeit sind alle Bilder einheitlich überarbeitet worden.

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Wealth Mindset Revolution: Unlocking the Secrets to Endless Opportunities by bright days
English | October 16, 2024 | ISBN: N/A | ASIN: B0DK7PRTBT | 80 pages | EPUB | 0.67 Mb
The mindset one adopts plays a pivotal role in the journey toward wealth creation. A wealth-oriented mindset is not solely about having a positive attitude or wishing for financial success; it encompasses a deep-seated belief in one's ability to identify, pursue, and capitalize on opportunities. Individuals who cultivate this mindset are inherently more inclined to seek out innovative solutions and embrace challenges. By understanding the importance of mindset, adults can reframe their relationship with money and wealth, which is crucial in unlocking endless opportunities for financial growth.

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Whose Language Is English? by Jieun Kiaer
English | September 17, 2024 | ISBN: 0300264054 | 264 pages | PDF | 2.42 Mb
An exhilarating new account of the English language, from British colonialism to the age of social media, emphasizing dynamism and democratization

Whose language is English? Although we often think of it as native to one place, today there are many Englishes. About seventy-five countries are now using English as their official or first language, and the number of people speaking it around the world continues to rise. But the makeup of the English-speaking population is changing. The proportion of speakers for whom English is a first language, for instance, is decreasing, due to the explosion in popularity of English as a second language.
In this ambitious book, Jieun Kiaer explores the lives of English words in the twenty-first century, when the creation and use of language has become an increasingly dynamic, interactive, and diverse process in which ordinary people have taken leading roles-offering such coinages as "flexitarian," "MeToo," "glow up," and "shitizen" to "No sabo kids" and beyond. As English language grows ever more diverse, Kiaer believes, we need a paradigm shift. We must acknowledge that all varieties of English are languages in their own right when they are used by a community of speakers. English is a language that belongs to everyone.
Considering the effects of social media, the Covid-19 pandemic, virtual work, globalization, and artificial intelligence, Kiaer paints a compelling portrait of a diffuse, rapidly evolving language characterized by creativity and democratization.

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K Baa Ankh Em Re A'Lyun Eil, "Why I Know That You Do Not Love Your Children!: What Every Parent Should Know? "
English | ISBN: 1916172520 | 2022 | 118 pages | EPUB | 12 MB
PARENTING is a divine responsibility which needs to be taken with all seriousness. But how much do you love your children? Sadly, most parents know little to none of the things that are directly impacting the life of their children negatively. How do we expect to give what we do not have?

Why I Know That You Do Not Love Your Children! Reveals un-told truths about the elements of this civilized and digitalized world we all find ourselves as well as the profound effect these are having on the overall well-being of our children.
IF you're interested in raising children that would grow up to become the best version of themselves, join Kwadw(o) Naya: Baa Ankh Em Ra A'lyun Eil as he un-veils the veils that has blurred our vision to the hidden detrimental truths behind this new digitalized society in which we live. Truths that will raise our awareness about how parents can be unknowingly exposing their children to risk and dangers.
Read more

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John Hawkins, "Why Integration Marketing: Essential of Integrated Marketing Communications"
English | ASIN : B07QGYZBT6 | 2019 | 52 pages | EPUB | 88 KB
How To Harness The Power of Integration Marketing In Your Online Business For Easier Profits, Faster & Better Than Ever Before...

Whatever Business You're In, You Too Can Harness The Power Of Integration Marketing To Crush Your Competition.
Integration marketing (IM) is much like this proverb from the Bible, which states, "The spider takes hold with her hands, and is in kings' palaces."
...

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