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Podcasts
Learn SQL using MySQL in One Day and Learn It Well. SQL for beginners with Hands-on Project
Learn SQL (using MySQL) in One Day and Learn It Well is the ultimate guide for beginners aiming to grasp the complexities of SQL through hands-on learning. Starting with an introduction to the essence of databases, this book methodically advances through defining and manipulating tables, mastering data insertion, updates, deletions, and executing sophisticated data selection techniques across its comprehensive chapters. It further explores the creation and utility of views, the implementation of triggers to automate database responses, and the intricacies of variables, stored routines, control flow tools, and cursors, culminating in a capstone project that brings all concepts together.Culminating in a project , this book offers a unique opportunity to apply all the learned concepts in a practical, real-world scenario, reinforcing the skills and knowledge acquired throughout the chapters. The appendices provide additional resources including table definitions for practical exercises modeled on real-world scenarios.Embark on a learning journey that transitions you from novice to proficient in managing and querying databases with MySQL, empowering you with the skills to tackle real-world data challenges.
Themes in PrestaShop are unique and powerful tools to brand your store for a particular corporate image. Using custom themes you can control the look and functionality of your web store, thereby making your site extremely flexible. Although it might sound like an easy task to build a theme, it is quite challenging to create a custom theme that fits your business needs.This book's prime focus is guiding the readers without much technical know-how, thus enabling them to create a new theme that fulfills the needs of their PrestaShop store. By understanding practical ways to develop your theme for PrestaShop speedily, you can invest more time on developing attractive and unique raw materials. It will simplify the challenging task of creating a unique, new PrestaShop theme through easy-to-follow, practical steps.This book shows how to develop professional themes for your PrestaShop store using some simple steps. The book starts by exploring the various ways of changing the looks (including modules) of your PrestaShop store. It shows you how certain back office administration adjustments can affect the appearance and theme of your store. It then takes you through understanding the code modification of a default theme that results in a new look for your existing theme. The book also covers understanding the PrestaShop architecture and essential syntaxes that control the look of a PrestaShop store. You will also learn about the files that hold the key to themes.By the end of this book, you will have grasped the knowledge to make advanced changes by tweaking the right CSS and module files in order to achieve highly specific outcomes.
Sebastian Raschka, Vahid Mirjalili
Python Machine Learning, Third Edition is a comprehensive guide to machine learning and deep learning with Python. It acts as both a step-by-step tutorial, and a reference you'll keep coming back to as you build your machine learning systems.Packed with clear explanations, visualizations, and working examples, the book covers all the essential machine learning techniques in depth. While some books teach you only to follow instructions, with this machine learning book, Raschka and Mirjalili teach the principles behind machine learning, allowing you to build models and applications for yourself.Updated for TensorFlow 2.0, this new third edition introduces readers to its new Keras API features, as well as the latest additions to scikit-learn. It's also expanded to cover cutting-edge reinforcement learning techniques based on deep learning, as well as an introduction to GANs. Finally, this book also explores a subfield of natural language processing (NLP) called sentiment analysis, helping you learn how to use machine learning algorithms to classify documents.This book is your companion to machine learning with Python, whether you're a Python developer new to machine learning or want to deepen your knowledge of the latest developments.
From banking and manufacturing through to education and entertainment, using data science for business has revolutionized almost every sector in the modern world. It has an important role to play in everything from app development to network security.Taking an interactive approach to learning the fundamentals, this book is ideal for beginners. You’ll learn all the best practices and techniques for applying data science in the context of real-world scenarios and examples.Starting with an introduction to data science and machine learning, you’ll start by getting to grips with Jupyter functionality and features. You’ll use Python libraries like sci-kit learn, pandas, Matplotlib, and Seaborn to perform data analysis and data preprocessing on real-world datasets from within your own Jupyter environment. Progressing through the chapters, you’ll train classification models using sci-kit learn, and assess model performance using advanced validation techniques. Towards the end, you’ll use Jupyter Notebooks to document your research, build stakeholder reports, and even analyze web performance data.By the end of The Applied Data Science Workshop, you’ll be prepared to progress from being a beginner to taking your skills to the next level by confidently applying data science techniques and tools to real-world projects.
Avid Media Composer has become the tool of choice by editing professionals worldwide. Whether your project involves editing television programming, independent films, corporate industrials or commercials, this cookbook shows you exactly how to do so in a step-by-step and practical manner, and get the most out of Avid Media Composer editing.Avid Media Composer 6.x Cookbook is an expert, clear and logically-sequenced resource with highly effective recipes for learning Avid Media Composer essentials and beyond. It's task-based approach will help users at all experience levels gain a deeper, more thorough understanding of the software.It will help you master the essential, core editing features as well as reveal numerous tips and tricks that editors can benefit from immediately. Just some of the topics include understanding Import settings, mixing frame rates and understanding AMA (Avid Media Access), along with thorough explanations of Trim Mode, Segment Mode, and the Smart Tool. You will learn to customize your work environment with Workspaces, Bin Layouts, Timeline Views, Bin Views, Keyboard Mapping, and much more. The recipes inside are packed with practical examples, time-saving tools and methods to get you working faster and more confidently so that you can spend less time dealing with technical and operational issues and instead focusing on being creative.
In today's techno-savvy world, more and more parts of our lives are going digital, and all this information is accessible anytime and anywhere using mobile devices. It is of the utmost importance that you understand and implement security in your apps that will reduce the likelihood of hazards that will wreck your users' experience.Android Application Security Essentials takes a deep look into Android security from kernel to the application level, with practical hands-on examples, illustrations, and everyday use cases. This book will show you how to overcome the challenge of getting the security of your applications right.Android Application Security Essentials will show you how to secure your Android applications and data. It will equip you with tricks and tips that will come in handy as you develop your applications.We will start by learning the overall security architecture of the Android stack. Securing components with permissions, defining security in a manifest file, cryptographic algorithms and protocols on the Android stack, secure storage, security focused testing, and protecting enterprise data on your device is then also discussed in detail. You will also learn how to be security-aware when integrating newer technologies like NFC and mobile payments into your Android applications.At the end of this book, you will understand Android security at the system level all the way to the nitty-gritty details of application security for securing your Android applications.
With an introductory overview, the course prepares you for a deep dive into the practical application of Scikit-Learn and the datasets that bring theories to life. From the basics of machine learning to the intricate details of setting up a sandbox environment, this course covers the essential groundwork for any aspiring data scientist.The course focuses on developing your skills in working with data, implementing data reduction techniques, and understanding the intricacies of item-based and user-based collaborative filtering, along with content-based filtering. These core methodologies are crucial for creating accurate and efficient recommender systems that cater to the unique preferences of users. Practical examples and evaluations further solidify your learning, making complex concepts accessible and manageable.The course wraps up by addressing the critical topics of privacy, ethics in machine learning, and the exciting future of recommender systems. This holistic approach ensures that you not only gain technical proficiency but also consider the broader implications of your work in this field. With a final look at further resources, your journey into machine learning and recommender systems is just beginning, armed with the knowledge and tools to explore new horizons.