Название: Machine Learning with Python: Foundations and Applications: ML, Volume 1
Автор: Mohammed Nurudeen
Издательство: Independently published
Год: 2024
Язык: английский
Формат: pdf, epub (true), azw3, mobi
Размер: 10.1 MB

This book, Machine Learning with Python: Foundations and Applications, is designed to offer a comprehensive introduction to Machine Learning using Python. The primary goal is to take readers from the fundamental concepts of Machine Learning to hands-on practical implementations using real-world examples. Python is the language of choice due to its extensive libraries, simplicity, and relevance in the Data Science community. This book is divided into three main parts. The first volume focuses on understanding the basics of Machine Learning, key algorithms, and hands-on Python implementation. At its core, Machine Learning is a branch of Artificial Intelligence (AI) that focuses on building systems capable of learning from data. Unlike traditional programming, where a human developer writes explicit rules for a machine to follow, Machine Learning systems can infer these rules by analyzing vast amounts of data. This allows machines to make decisions or predictions without being explicitly programmed for every situation. In other words, Machine Learning enables computers to recognize patterns, make predictions, and improve their performance over time through experience. Machine Learning is the study of computer algorithms that allow systems to learn from and make decisions based on data. Each chapter is carefully designed to build your knowledge step-by-step, ensuring that both beginners and those with some programming background can easily follow along.

Название: jаvascript Interview Guide
Автор: Prashant Yadav
Издательство: LearnersBucket
Год: December 1, 2022
Страниц: 528
Язык: английский
Формат: pdf, epub
Размер: 10.1 MB

"jаvascript Interview Guide" is a one of its kind resource written specifically for jаvascript developers who are looking to crack the Web, Mobile, Nodejs, or any job interview that requires jаvascript as the primary programming language. Since the beginning of the Covid-19 pandemic I have been collecting questions asked in interviews in Uber, Meta, Google, Airbnb, Dropbox, Razorpay, Cred, Swiggy, Microsoft, etc, and writing the solved answers on my blog learnersbucket.com. Lately, I have decided to consolidate the question in the form of the book with some extra sets of questions that are really being asked in Front-end interviews. This book is full of solved interview questions collected over the span of 4 years focusing solely on Frontend engineering and the questions range for interview of SDE1, SDE2, SDE3, and STAFF.

Название: Geometric Algebra Applications Vol. III: Integral Transforms, Machine Learning, and Quantum Computing
Автор: Eduardo Bayro-Corrochano
Издательство: Springer
Год: 2024
Страниц: 662
Язык: английский
Формат: pdf (true)
Размер: 36.1 MB

The goal of Geometric Algebra Applications Vol. III: Integral Transforms, Machine Learning, and Quantum Computing is to present a unified mathematical treatment of diverse problems in the general domain like Clifford Fourier Transforms, Deep Learning and Geometric Algebra Convolutional Neural Networks, Quaternion Quantum Fourier Transform and Geometric Quantum Computing. This book presents the theory and applications of an advanced mathematical language called geometric algebra that greatly helps to express ideas and concepts, and to develop algorithms in the broad domain of robot physics. In this book, we present geometric algebra, which we believe is the most powerful available mathematical system to date. It is a unifying language for treating Information Theory, Machine Learning, and Quantum Computing; as a result, the knowledge is not fragmented and we can produce compact and less redundant mathematical expressions that are prone to be optimized for real-time applications. Thorough discussion of several tasks of computer vision, graphics, neurocomputing, and robotics. machine learning, Deep Learning and CNNs, and Geometric Quantum Computing using the geometric algebra framework. 130 exercises and hints for the development of future computer software packages for extensive calculations in geometric algebra. An entire section is dedicated to explaining how one should write the subroutines in C++, Python, Matlab, and Maple to carry out efficient geometric computations in the geometric algebra framework. Furthermore, it is shown how program code can be optimized for real-time computations. The book is an essential resource for applied mathematicians, physicists, computer scientists, graphics engineering, AI and Machine Learning researchers, roboticists and mechanical and electrical engineers, neurocomputing researchers, neuroscientists, and quantum computing specialists.

Название: The Algo Rythm: Learn to trade the rythm of the Options Market with Python
Автор: Vincent Bisette
Издательство: Reactive Publishing
Год: 2024
Страниц: 325
Язык: английский
Формат: pdf, epub, mobi
Размер: 10.1 MB

Step into the hidden world of finance where "The Algo Rythm" by Vincent Bissette orchestrates a groundbreaking revelation into the beat that drives the pulse of markets—algorithmic trading. This is not your average financial guide; it is a masterful exploration of the digital currents that maneuver the tides of trading and investment across the globe. With precision and clarity, Bissette demystifies the complex systems that can intimidate and bewilder even the most seasoned traders. From the foundational elements of algorithmic design to the nuanced strategies that give professionals their edge, "The Algo Rythm" transcends a simple explanation of algorithms—it breathes life into them. Whether you are a trader looking to refine your strategies, a technologist eager to understand the financial applications of algorithms, or simply a curious mind attracted to the fast-paced world of trading, "The Algo Rythm" is your guide to understanding and capitalizing on these powerful trading tools. Our journey will be empirical, grounded in the powerful libraries of Python, and filled with examples that bring the concepts to life. With each step, readers will not only gain knowledge but also acquire practical tools to apply these theories in the practical world of trading. With Python as our analytical companion, we will unveil the mysteries of options and illuminate the path to becoming proficient traders in this captivating domain. The Pandas library stands as an enormous presence, offering powerful, adaptable, and effective tools for managing and analyzing financial datasets. Its DataFrame object is a powerhouse, capable of holding and manipulating heterogeneous data with ease – a common situation in finance. Financial data can be diverse and challenging to handle, with varying frequencies, missing values, and diverse data types. Pandas is specifically crafted to gracefully handle these challenges.

Название: Roblox Game Development: From Zero To Proficiency (Beginner): A Step-by-Step Guide to Building Your First Games in Roblox Studio with Lua
Автор: Patrick Felicia
Издательство: Independently published
Год: 2024
Страниц: 403
Язык: английский
Формат: pdf, epub
Размер: 14.9 MB

Master Roblox Development Faster. Are you ready to bring your game ideas to life? Roblox Game Development: From Zero to Proficiency (Beginner) is your ultimate guide to mastering game development in Roblox, no prior experience required! Dive into the world of Roblox Studio, learning step-by-step how to build dynamic 3D environments, program exciting gameplay mechanics, and create stunning game features. Imagine creating your own games, sharing them with the world, and impressing friends or future employers with your Roblox skills. This book equips you with the essential knowledge and practical skills to become a confident Roblox game developer. Start your journey today and join the thriving Roblox game development community. You will explore Lua, the programming language used in Roblox. You will learn about variables, operators, and basic Lua syntax. Furthermore, you will discover how to control the flow of your code using if statements, loops, and functions, which are key to adding logic to your game.

Название: Practical Cryptography in Software Development: The How-To Guide
Автор: Peter Johnson
Издательство: HiTeX Press
Год: 2024
Страниц: 371
Язык: английский
Формат: pdf, azw3, epub, mobi
Размер: 10.1 MB

"Practical Cryptography in Software Development: The How-To Guide" is an essential resource for anyone seeking to understand and apply cryptographic principles in the realm of software engineering. This book demystifies the complex world of cryptography by bridging the gap between theoretical concepts and real-world applications. Tailored for both beginners and experienced practitioners, the text provides a clear, structured journey through the fundamental aspects of cryptography, including symmetric and asymmetric systems, hash functions, and digital signatures, all while emphasizing practical implementation.Delving into contemporary challenges, the book explores the critical role of cryptography within emerging domains like cloud computing and the Internet of Things (IoT). Through comprehensive overviews of secure communication protocols and deployment strategies, readers are equipped with the tools needed to enhance data protection and secure digital interactions. Rich with case studies and practical insights, the guide not only fortifies developers' cryptographic skills but also empowers them to construct secure, reliable software in an increasingly digital world.

Название: Reinforcement Learning: Theory and Python Implementation
Автор: Zhiqing Xiao
Издательство: Springer/China Machine Press
Год: 2024
Страниц: 574
Язык: английский
Формат: pdf (true)
Размер: 10.1 MB

Reinforcement Learning: Theory and Python Implementation is a tutorial book on reinforcement learning, with explanations of both theory and applications. Starting from a uniform mathematical framework, this book derives the theory of modern reinforcement learning systematically and introduces all mainstream reinforcement learning algorithms such as PPO, SAC, and MuZero. It also covers key technologies of GPT training such as RLHF, IRL, and PbRL. Every chapter is accompanied by high-quality implementations, and all implementations of deep reinforcement learning algorithms are with both TensorFlow and PyTorch. Codes can be found on GitHub along with their results and are runnable on a conventional laptop with either Windows, macOS, or Linux. Reinforcement Learning (RL) is a type of Artificial Intelligence (AI) that changes our lives: RL players have defeated human in many games such as the game of Go and StarCraft; RL controllers are driving varied robots and unmanned vehicles; RL traders are making tons of money in financial markets, and the large language model with RL such as ChatGPT have been used in many business applications. Since the same RL algorithm with the same parameter setting can solve very different tasks, RL is also regarded as an important way to general AI. Here I sincerely invite you to learn RL to surf in these AI waves. This book is intended for readers who want to learn reinforcement learning systematically and apply reinforcement learning to practical applications. It is also ideal to academical researchers who seek theoretical foundation or algorithm enhancement in their cutting-edge AI research.

Название: Django The Ultimate Beginner's Handbook
Автор: Mahesh Kumar
Издательство: Independently published
Год: 2024
Язык: английский
Формат: epub
Размер: 36.2 MB

In this book all the important concepts of Django are explained, which are more required in Web Development. This book is for all those students who want to learn how to create Program for web development. And if you want to make projects based on your ideas, then all of them can take help of this book. With the help of this book, from 8 class students to 12 class students. This book is also for all those students. Those who either doing engineering or want to do engineering (Electronics Engineering, Electronics Communication Engineering, Computer Science Engineering, Information Technology Engineering). This book will help them to complete their basic for all of them. After reading this book and using all its formulas, you will found the increment in your knowledge, And I can say this with conviction. Django is a Python based web framework so Django contains some codes or libraries it help you simplify your web operation. Django has gained immense popularity in the web development community due to its simplicity, flexibility, and scalability. It's the backbone of numerous high-traffic websites and applications, making it a powerful tool in the arsenal of modern developers. But beyond its technical merits, Django embodies a philosophy that prioritizes developer experience and efficiency, allowing you to focus on writing your application without needing to reinvent the wheel.

Название: Java Microservices and Containers in the Cloud: With Spring Boot, Kafka, Postgresql, Kubernetes, Helm, Terraform and AWS EKS
Автор: Binildas A. Christudas
Издательство: Apress
Год: 2024
Страниц: 733
Язык: английский
Формат: pdf
Размер: 17.5 MB

Spring Boot helps developers create applications that simply run. When minimal configuration is required to start up an application, even novice Java developers are ready to start. But this simplicity shouldn't constrain developers in addressing more complex enterprise requirements where microservice architecture is concerned. With the need to rapidly deploy, patch, or scale applications, containers provide solutions which can accelerate development, testing as well as production cycles. The cloud helps companies to scale and adapt at speed, accelerate innovation and drive business agility, without heavy upfront IT investment. What if we can equip even a novice developer with all that is required to help enterprises achieve all of this, this book does this and more. Java Microservices and Containers in the Cloudoffers a comprehensive guide to both architecture and programming aspects to Java microservices development, providing a fully hands-on experience. We not only describe various architecture patterns but also provide practical implementations of each pattern through code examples. Despite the focus on architecture, this book is designed to be accessible to novice developers with only basic programming skills, such as writing a "Hello World" program and using Maven to compile and run Java code. It ensures that even such readers can easily comprehend, deploy, and execute the code samples provided in the book. Regardless of your current knowledge or lack thereof in Docker, Kubernetes, and Cloud technologies, this book will empower you to develop programming skills in these areas. For developers, programmers and Architects who want to level up their Java Micoservices and Archtecture knowledge as well as managers who want to brush up on their technical knowledge around the topic.

Название: Complete C# Language For Beginners: C# Complete Course
Автор: Mahesh Kumar
Издательство: Independently published
Год: 2024
Страниц: 159
Язык: английский
Формат: epub
Размер: 53.8 MB

In this book all the important concepts of C# language are explained, which are more required in programming. This book is for all those students who want to learn how to create Program. And if you want to make projects based on your ideas, then all of them can take help of this book. With the help of this book, from 8 class students to 12 class students. This book is also for all those students. Those who either doing engineering or want to do engineering (Electronics Engineering, Electronics Communication Engineering, Computer Science Engineering, Information Technology Engineering). This book will help them to complete their basic for all of them. After reading this book and using all its formulas, you will found the increment in your knowledge, And I can say this with conviction. Hello and welcome everyone to yet another tech enthusiastic Lecture and today I'll be handling C# tutorial. C# is an all-purpose and robust programming language developed by the Microsoft corporation in the year 2000 as a deadly competitor to Java. It is the most popular and dominating programming language when it comes to both web development as well as desktop application development in this C# tutorial.