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Learn how to harness the power of ChatGPT to streamline data analysis, accelerate model development, and unlock innovative solutions to real-world problems. KEY FEATURES ● Step-by-step progression from foundational machine learning concepts to advanced techniques using ChatGPT and Google Colab. ● Clear and detailed instructions for data preparation, model training, and evaluation, simplifying complex machine learning tasks. ● Extensive use of Google Colab for coding and experimentation, providing a real-world platform to apply learned techniques effectively. DESCRIPTION Unlock the future of machine learning by mastering Google Colab, trusted by over 5 million data scientists, and ChatGPT, powering 100 million users worldwide. This book bridges the latest in AI with practical, hands-on applications for data science. With these game-changing tools at your command, you’ll be able to streamline complex workflows, automate tedious tasks, and propel your AI skills to new heights—making machine learning faster, smarter, and more accessible than ever before. Each chapter unfolds a specific aspect of data science and machine learning, seamlessly integrated with ChatGPT’s free version capabilities. The foundational chapters introduce key machine learning concepts, while advanced sections explore topics such as natural language processing, sentiment analysis, and predictive analytics—all illustrated with real-world examples and interactive exercises. The later chapters focus on optimizing tasks using the more powerful paid version of ChatGPT, culminating in the creation of a custom GPT named “Data Scientist” to tackle specialized challenges. Additionally, the book includes a section on best practices, expert tips, and interview questions, making it a comprehensive resource for aspiring data scientists and seasoned professionals alike. WHAT WILL YOU LEARN ● Learn to integrate and optimize ChatGPT and Google Colab for enhanced data science tasks. ● Master techniques for preparing and cleaning data for analysis. ● Gain a solid grasp of statistical concepts essential for data science. ● Learn the processes for training, evaluating, and refining machine learning models. ● Perform data analysis and preprocessing using natural language processing techniques. ● Customize and deploy GPT models for specific data science applications. WHO IS THIS BOOK FOR? This book is ideal for aspiring data scientists and machine learning enthusiasts eager to enhance their skills with ChatGPT and Google Colab. It also serves tech professionals, academics, and business analysts seeking practical insights into AI and data science. A basic understanding of programming, statistics, and data analysis is recommended before diving in. TABLE OF CONTENTS 1. Introduction to ChatGPT 2. ChatGPT for Data Science and Machine Learning 3. Fundamentals of Statistics for Data Science 4. Missing Values and Outliers 5. Relation Between Variables and Charts 6. Data Preparation 7. Training and Evaluation 8. Fine Tuning, Features Selection, and Final Model 9. Data Preparation and Training 10. Fine Tuning and Final Model 11. Data Analysis and Dataset Manipulation (NLP) 12. Sentiment Analysis and Predictions 13. ChatGPT-4 for a Completely Automated Data Science Workload 14. Customizing GPT for Applications 15. Takeaways and Conclusions Index
Enhance decision-making, transform your market approach, and find investment opportunities by exploring AI, finance, and data visualization with ChatGPT's analytics and Power BI's visuals Key Features Automate Power BI with ChatGPT for quick and competitive financial insights, giving you a strategic edge Make better data-driven decisions with practical examples of financial analysis and reporting Learn the step-by-step integration of ChatGPT, financial analysis, and Power BI for real-world success Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionIn today's rapidly evolving economic landscape, the combination of finance, analytics, and artificial intelligence (AI) heralds a new era of decision-making. Finance and data analytics along with AI can no longer be seen as separate disciplines and professionals have to be comfortable in both in order to be successful. This book combines finance concepts, visualizations through Power BI and the application of AI and ChatGPT to provide a more holistic perspective. After a brief introduction to finance and Power BI, you will begin with Tesla's data-driven financial tactics before moving to John Deere's AgTech strides, all through the lens of AI. Salesforce's adaptation to the AI revolution offers profound insights, while Moderna's navigation through the biotech frontier during the pandemic showcases the agility of AI-focused companies. Learn from Silicon Valley Bank's demise, and prepare for CrowdStrike's defensive maneuvers against cyber threats. With each chapter, you'll gain mastery over new investing ideas, Power BI tools, and integrate ChatGPT into your workflows. This book is an indispensable ally for anyone looking to thrive in the financial sector. By the end of this book, you'll be able to transform your approach to investing and trading by blending AI-driven analysis, data visualization, and real-world applications.What you will learn Dominate investing, trading, and reporting with ChatGPT's game-changing insights Master Power BI for dynamic financial visuals, custom dashboards, and impactful charts Apply AI and ChatGPT for advanced finance analysis and natural language processing (NLP) in news analysis Tap into ChatGPT for powerful market sentiment analysis to seize investment opportunities Unleash your financial analysis potential with data modeling, source connections, and Power BI integration Understand the importance of data security and adopt best practices for using ChatGPT and Power BI Who this book is for This book is for students, academics, data analysts, and AI enthusiasts eager to leverage ChatGPT for financial analysis and forecasting. It's also suitable for investors, traders, financial pros, business owners, and entrepreneurs interested in analyzing financial data using Power BI. To get started with this book, understanding the fundamentals of finance, investment, trading, and data analysis, along with proficiency in tools like Power BI and Microsoft Excel, is necessary. While prior knowledge of AI and ChatGPT is beneficial, it is not a prerequisite.
Elevate your accounting skills by applying ChatGPT across audit, tax, consulting, and beyond Key Features Leverage the impact of AI on modern accounting, from audits to corporate governance Use ChatGPT to streamline your accounting tasks with practical hands-on techniques Understand the impact of AI in accounting through in-depth chapters covering various domains, including ethical considerations and data analytics Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionIn the fast-paced AI world, accounting professionals are increasingly challenged by the complexities of AI. Many struggle to integrate these advanced tools into their workflows, leading to a sense of overwhelm. ChatGPT for Accounting bridges this gap by not only simplifying AI concepts but also offering practical insights for its application in various accounting domains. This book takes you from the foundational principles of Generative Artificial Intelligence (GAI) to its practical applications in audits, tax planning, practice management, fraud examination, financial analysis, and beyond. Each chapter equips you with essential skills, showing you how AI can revolutionize internal control systems, enhance recruitment processes, streamline marketing plans, optimize tax strategies, and boost efficiency in audits. You’ll then advance to exploring the role of AI in forensic accounting, financial analysis, managerial accounting, and corporate governance, while also addressing ethical and security implications. Concluding with a reflective outlook on the promises and challenges of AI, you’ll gain a holistic view of the future of accounting. By the end of this book, you’ll be equipped with the knowledge to harness the power of AI effectively and ethically, transforming your accounting practice and staying ahead in the ever-evolving landscape.What you will learn Understand the fundamentals of AI and its impact on the accounting sector Grasp how AI streamlines and enhances the auditing process for high accuracy Uncover the potential of AI in simplifying tax processes and ensuring compliance Get to grips with using AI to identify discrepancies and prevent financial fraud Master the art of AI-powered data analytics for informed decision-making Gain insights into seamlessly integrating AI tools within existing accounting systems Stay ahead in the evolving landscape of AI-led accounting tools and practices Who this book is for Whether you're a seasoned accounting professional, a C-suite executive, a business owner, an accounting educator, a student of accounting, or a technology enthusiast, this book provides the knowledge and insights you need to navigate the changing landscape in applying GAI technology to make a difference in all you do. An appreciation and understanding of the accounting process and concepts will be beneficial.
Unlock the mysteries of computer systems architecture with "Navigating Computer Systems Architecture," an essential eBook for anyone eager to delve into the intricacies of computing. This comprehensive guide offers a detailed roadmap through the dynamic landscape of computer architecture, making complex concepts accessible and engaging. Start your journey with a foundational understanding in Chapter 1, where the historical evolution of system architectures unfolds, setting the stage for what’s to come. From there, dive into the core components of computer organization, uncovering the interplay between processor, memory, and I/O systems. As you progress, the essentials of digital logic and datapath design come to life, complete with a practical case study on ALU design. Explore the fundamental principles of Instruction Set Architecture (ISA) and gain a deep appreciation for its role in computing. Discover the fascinating world of x86 ISA and RISC architecture, analyzing their distinctive features and benefits. Get equipped to understand pipeline architecture and the challenges of superscalar and VLIW designs, laying the groundwork for mastering advanced performance technologies. Memory management moves into the spotlight in subsequent chapters, revealing the intricacies of cache design, virtual memory systems, and cutting-edge trends in cache architecture. Investigate the evolution and mechanics of multiprocessor and multicore systems, and learn the core principles of secure system design. As the world moves toward energy efficiency and green computing, explore strategies for low-power design and the integration of GPUs into modern systems. Finally, peer into the future with emerging trends like quantum and neuromorphic computing. Concluding with reflections on bridging theory with real-world applications, this eBook empowers readers with the knowledge to navigate the ever-evolving landscape of computer systems architecture. Whether you’re a seasoned professional or an enthusiastic learner, this guide is your gateway to mastering the art and science of computer systems.
Unlock the transformative potential of your midlife journey with "Navigate Midlife," a groundbreaking eBook designed to empower and inspire. This comprehensive guide challenges outdated narratives and embraces a modern, holistic approach to one of life's most pivotal phases. Begin your journey with a fresh look at what midlife truly means, breaking down cultural perceptions and embracing the inevitable transition. Develop the emotional resilience required to navigate this stage with agility and self-compassion, equipping yourself to face emotional challenges head-on. Dive into the realm of physical health, where you'll find practical strategies for maintaining vitality through mindful practices and nutrition. Explore opportunities for career transformation and growth, with insights into assessing satisfaction and considering new paths. Relationships are put under the spotlight, offering advice on nurturing partnerships, evolving friendships, and managing complex family dynamics. Simultaneously, embark on a journey of personal identity exploration, discovering a renewed sense of purpose and authenticity. Financial security is addressed in detail, guiding you through important milestones and retirement planning, while ensuring a balance between security and freedom. Allow your creative spark to reignite, discovering new passions and the benefits of lifelong learning. Learn to manage stress effectively with proven techniques in mindfulness and time management. Parenting takes on new dimensions, from steering adolescents to embracing grandparenthood, while adaptation strategies for blending families are thoughtfully covered. Change is inevitable; learn to embrace it. Cultivate social connections, strengthen community ties, and appreciate the power of belonging. Harness technology to enhance your life without letting it overwhelm you. Ultimately, "Navigate Midlife" empowers you to build a lasting legacy and celebrate achievements, instilling gratitude and optimism as you look to the future. Your midlife is a launchpad for incredible new possibilities—unlock them with confidence and grace.
In an ever-evolving educational landscape, traditional methods face unprecedented challenges. The Impact of ChatGPT on Higher Education takes you on a trailblazing journey into ChatGPT's transformative potential and the ethical considerations in higher education.
A powerful call-to-action for gender equity that offers 10 key lessons for women aspiring to a leadership role—be it in politics, business, law, or their local community. Featuring words of wisdom from female leaders like Hillary Clinton and Theresa May, this empowering study reads like a You Are a Badass volume on world leadership. Women make up fewer than 10% of national leaders worldwide. Behind this eye-opening statistic lies a pattern of unequal access to power. Through conversations with some of the world’s most powerful and interesting women—including Jacinda Ardern, Hillary Rodham Clinton, Christine Lagarde, Michelle Bachelet, and Theresa May—Women and Leadership explores gender bias and asks why there aren’t more women in leadership roles. Speaking honestly and freely, these women talk about having their ideas stolen by male colleagues, what it’s like to be called fat or a slut in the media, and what things they wish they had done differently. The stories they tell reveal vividly how gender and sexism affect perceptions of women as leaders. Using current research as a starting point, Julia Gillard and Ngozi Okonjo-Iweala—both political leaders in their own countries—analyze the lived experiences of these women leaders. The result is a rare insight into life as a leader and a powerful call to arms for women everywhere.
Elon Musk named Our Final Invention one of five books everyone should read about the future—a Huffington Post Definitive Tech Book of 2013. Artificial Intelligence helps choose what books you buy, what movies you see, and even who you date. It puts the “smart” in your smartphone and soon it will drive your car. It makes most of the trades on Wall Street, and controls vital energy, water, and transportation infrastructure. But Artificial Intelligence can also threaten our existence. In as little as a decade, AI could match and then surpass human intelligence. Corporations and government agencies are pouring billions into achieving AI’s Holy Grail—human-level intelligence. Once AI has attained it, scientists argue, it will have survival drives much like our own. We may be forced to compete with a rival more cunning, more powerful, and more alien than we can imagine. Through profiles of tech visionaries, industry watchdogs, and groundbreaking AI systems, Our Final Invention explores the perils of the heedless pursuit of advanced AI. Until now, human intelligence has had no rival. Can we coexist with beings whose intelligence dwarfs our own? And will they allow us to? “If you read just one book that makes you confront scary high-tech realities that we’ll soon have no choice but to address, make it this one.” —The Washington Post “Science fiction has long explored the implications of humanlike machines (think of Asimov’s I, Robot), but Barrat’s thoughtful treatment adds a dose of reality.” —Science News “A dark new book . . . lays out a strong case for why we should be at least a little worried.” —The New Yorker