Python 3 for Machine Learning - Harness the Power of Python for Advanced Machine Learning Projects

Mercury Learning and Information, Oswald Campesato

Beschreibung

This book introduces basic Python 3 programming concepts related to machine learning. The first four chapters provide a fast-paced introduction to Python 3, NumPy, and Pandas. The fifth chapter covers fundamental machine learning concepts. The sixth chapter dives into machine learning classifiers, such as logistic regression, k-NN, decision trees, random forests, and SVMs. The final chapter includes material on natural language processing (NLP) and reinforcement learning (RL). Keras-based code samples supplement the theoretical discussion.The course begins with Python basics, including conditional logic, loops, functions, and collections. It then explores data manipulation with NumPy and Pandas. The journey continues with an introduction to machine learning, focusing on essential concepts and classifiers. Advanced topics like NLP and RL are covered, ensuring a comprehensive understanding of machine learning.These concepts are crucial for developing machine learning applications. This book transitions readers from basic Python programming to advanced machine learning techniques, blending theory with practical skills. Appendices for regular expressions, Keras, and TensorFlow 2, along with companion files, enhance learning, making this an essential resource for mastering Python and machine learning.

Verfügbar seit: 12.08.2024.

Drucklänge: 362 Seiten.

Wissenschaft & Technologie

Weitere Bücher, die Sie mögen werden

Teens and Epilepsy

Edmonton Epilepsy Association

Have you been diagnosed with epilepsy? Are you wondering how having epilepsy will affect your life? How will your friends react? Will you be able to follow your dreams? Epilepsy is defined as recurrent, unprovoked seizures. You are not the only one. About 1 in every 100 people have epilepsy.

Zum Buch

Data Warehousing for Beginners -...

Brian Paul

In the ever-evolving world of technology, data is the driving force behind informed decision-making. "Data Warehousing for Beginners" is your indispensable guide to understanding, designing, and managing data warehouses—an exploration that caters to both beginners and seasoned professionals. This comprehensive book unravels the complexities of data warehousing, offering insights into its historical evolution, architectural frameworks, and the pivotal role it plays in organizational intelligence. 
"Data Warehousing for Beginners" is your compass in the dynamic world of organizational intelligence. Whether you're a novice seeking an introduction or a seasoned professional aiming to refine your skills, this book provides a roadmap for building, optimizing, and future-proofing your data-driven ecosystem. Embark on a journey that empowers you to navigate the complexities of data warehousing and unlock the full potential of organizational intelligence.

Zum Buch

Modern Web Development with...

Duncan Faulkner

Learn modern Angular development and jumpstart your web development journey
Book Description
Angular is one of the most popular and powerful frameworks for building dynamic, scalable web applications. With its robust ecosystem, it’s widely used to create high-performance, enterprise-level applications.
This book offers a hands-on approach to mastering Angular, guiding you from setting up your development environment to exploring advanced topics like unit testing. You’ll start by learning how to set up Angular and create your first application, followed by gaining a solid understanding of TypeScript, enhancing your ability to work with Angular’s strongly typed features.
The book covers core building blocks like components, directives, pipes, and services, providing a strong foundation for robust applications. You’ll also explore Angular’s reactivity system and how to handle asynchronous data to build dynamic UIs. It dives into component communication, data flow, and both Reactive and Template-Driven forms, helping you implement form validation and handle user input effectively.
Additionally, you’ll master Angular’s routing system, use Jest for unit testing, and explore new features like control flow syntax, Standalone components, and Signals. By the end, you’ll be confident in building and managing Angular applications.
Table of Contents
1. Setting up Angular
2. Angular Application
3. Introduction to Typescript
4. Components, Directives, Pipes, and Services
5. Getting Started with Reactivity
6. Component Communication and Data Flow
7. Reactive and Template-driven Forms
8. Form Validation
9. Routing
10. Unit Testing

Index

Zum Buch

Global Burning - Rising...

Eve Darian-Smith

Recent years have seen out of control wildfires rage across remote Brazilian rainforests, densely populated California coastlines, and major cities in Australia. What connects these separate events is more than immediate devastation and human loss of life. In Global Burning, Eve Darian-Smith contends that using fire as a symbolic and literal thread connecting different places around the world allows us to better understand the parallel, and related, trends of the growth of authoritarian politics and climate crises and their interconnected global consequences. 
 
 
 
As political leaders and big business work together in the pursuit of profits and power, anti-environmentalism has become an essential political tool enabling the rise of extreme right governments and energizing their populist supporters. These are the governments that deny climate science, reject environmental protection laws, and foster exclusionary worldviews that exacerbate climate injustice. 
 
 
 
The widespread fires demand acknowledgment of the global systems of inequality that undergird them, connecting the political erosion of liberal democracy with the corrosion of the environment. In thinking through wildfires as environmental and political phenomenon, Global Burning challenges listeners to confront the interlocking powers that are ensuring our future ecological collapse.

Zum Buch

The AI Revolution - Impact on...

Torsten J. Koerting

Welcome to the world of project management in the age of AI. The revolution is here, and it's time to embrace it. As project managers, we are living in a world of constant change and disruption, and AI technology is transforming the way we work. We need to adapt, evolve, and embrace the opportunities that AI technology presents. The potential of AI technology in project management is immense. It can help us to automate repetitive tasks, streamline processes, and deliver insights that were previously inaccessible. By leveraging AI technology, project managers can unlock new growth opportunities, increase profitability, and stay ahead of the competition. However, the rise of AI technology also presents challenges for project managers. As project managers, we need to learn how to manage complex AI projects, collaborate with AI teams, and interpret AI-generated insights. We need to develop new skills, embrace new technologies, and adopt a growth mindset to succeed in the age of AI. The challenge of managing AI projects requires project managers to learn new skills and approaches. For example, project managers need to understand how to manage projects with AI-driven analytics, such as machine learning algorithms, and how to integrate these insights into their project plans. Additionally, project managers need to be able to manage the complexity of AI projects, which often involve large amounts of data and multiple stakeholders. To overcome these challenges, project managers need to adopt a growth mindset and embrace new technologies. This means being willing to learn new skills, experiment with new tools, and collaborate with AI teams. Project managers also need to be able to interpret AI-generated insights and incorporate them into their project plans effectively. In this book, we explore the challenges facing project managers in the AI revolution and the specific needs project managers have to succeed in the age of AI. We provide strategies, tools, and resources for project managers to leverage AI technology to create value-based propositions and intellectual property. We also share case studies and examples of successful AI projects, as well as stories of project managers overcoming challenges in the AI revolution. These examples illustrate the impact of AI technology on project management and provide lessons learned to help project managers understand how to apply these strategies and insights to their own projects. Our goal is to help project managers unlock the full potential of AI technology and take their projects and organizations to the next level. We encourage the reader to reflect on their own skills and recognize the growth potential that AI technology presents. We want to inspire and motivate project managers to embrace the challenges and opportunities of the AI revolution. So, are you ready to step into the unknown and embrace the growth potential of your company through AI-driven project management? Let's begin this journey together and unlock the power of AI technology.

Zum Buch

IoT Programming - Building Smart...

Mark Jackson

In an increasingly interconnected world, the Internet of Things (IoT) represents the frontier of technology, where everyday objects are becoming smart and interconnected. "IoT Programming: Building Smart, Connected Systems" is your comprehensive guide to mastering the intricacies of IoT development, from conceptualization and prototyping to deployment and integration. 
From Concept to Reality: Explore the fundamental concepts of IoT, understanding how devices, sensors, and actuators communicate and interact within IoT ecosystems. Gain insights into the evolution of IoT technologies and their transformative potential across industries. 
Hands-On Learning: Dive into practical examples using popular IoT hardware platforms like Arduino, Raspberry Pi, and ESP8266. Learn to develop applications that collect, process, and analyze real-time data, leveraging both cloud-based and edge computing solutions. 
Security and Scalability: Navigate the complexities of IoT security, implementing best practices to safeguard devices and data against evolving threats. Discover strategies for scaling IoT solutions and integrating them seamlessly into existing infrastructures. 
Future-Proof Your Skills: Stay ahead with insights into emerging trends such as 5G connectivity and edge computing, and explore the integration of AI and machine learning in IoT applications. Understand the ethical considerations and societal impacts of IoT technologies shaping our digital future.

Zum Buch