Join us on a literary world trip!
Add this book to bookshelf
Grey
Write a new comment Default profile 50px
Grey
Subscribe to read the full book or read the first pages for free!
All characters reduced
Hands-on NumPy for Numerical Analysis - Unlock NumPy with Google Colab for High-Performance Numerical Computing and Optimizing Numerical Data Analysis - cover

Hands-on NumPy for Numerical Analysis - Unlock NumPy with Google Colab for High-Performance Numerical Computing and Optimizing Numerical Data Analysis

Rituraj Dixit

Publisher: Orange Education Pvt. Ltd

  • 0
  • 0
  • 0

Summary

Unlock the Power of NumPy to Accelerate Data Analysis and Computing.
Book Description
NumPy is the backbone of numerical computing in Python, powering everything from scientific research to machine learning and AI applications. Mastering NumPy is essential for anyone working with data, enabling faster computations, efficient data structures, and seamless integration with advanced analytical tools.
Hands-on NumPy for Numerical Analysis is a comprehensive guide that takes you from the fundamentals of NumPy to its advanced applications. Through hands-on examples and real-world scenarios, this book equips data scientists, analysts, and machine learning engineers with the practical skills needed to manipulate large datasets and optimize performance. Key topics include array operations, linear algebra, signal processing, and machine learning implementations, all covered with detailed explanations and step-by-step guidance.
Whether you're building your foundation in numerical computing or looking to enhance your data analysis workflows, this book will give you a competitive edge. Don't get left behind—harness the full power of NumPy to supercharge your data science and machine learning projects today!
Table of Contents
1. Getting Started with NumPy
2. Understanding NumPy Array
3. Data Type (dtype) in NumPy Array
4. Indexing and Slicing in NumPy Array
5. NumPy Array Operations
6. NumPy Array I/O
7. Linear Algebra with NumPy
8. Advanced Numerical Computing
9. Exploratory Data Analysis
10. Performance Optimization
11. Implementing a Machine Learning Algorithm      

Index
Available since: 03/18/2025.

Other books that might interest you

  • The Power of Prions - The Strange and Essential Proteins That Can Cause Alzheimer’s Parkinson’s and Other Diseases - cover

    The Power of Prions - The...

    Michel Brahic

    • 0
    • 0
    • 0
    Over the last decade, scientists have discovered the importance and widespread presence in the body of a remarkable family of proteins known as prion proteins. Research links various types of prion proteins to neurodegenerative diseases such as Parkinson's and Alzheimer's—and this has fueled the search for new drugs that could halt the progression of these terrible disorders. Other discoveries have revealed the essential roles prion proteins play in memory and immunity, and the part they may have played in the beginnings of life on our planet. 
     
     
     
    Brahic, a leading researcher on diseases of the central nervous system, first describes the discovery of prions and their role in infection, beginning with early work on the animal disease scrapie and a mysterious human illness in New Guinea, apparently transmitted by cannibalism. Prion proteins were then revealed as the cause of other illnesses, from "mad cow" disease and its human counterpart, Creutzfeldt-Jakob disease, to such noninfectious brain disorders as Parkinson's and Alzheimer's. While the prion proteins responsible for diseases are definitively "bad," Brahic also explains that these abnormal prions are rare exceptions. Most of the time, prion proteins actually serve "good" and vital functions—and they may even have been present at the origin of life itself.
    Show book
  • Mindful Living: Simple Steps to Save Our Planet - "Embrace Mindful Living! Access impactful audio lessons to effortlessly contribute to saving our planet" - cover

    Mindful Living: Simple Steps to...

    Dorian Halesworth

    • 0
    • 0
    • 0
    "Mindful Living: Simple Steps to Save Our Planet" 
    Embrace Mindful Living for a Sustainable Future: A Simple, Yet Profound Guide with Clear Insights and Explanations 
    Are you eager to enhance your understanding of transforming daily habits into sustainability practices and contribute positively to our planet’s health? 
    Looking for a comprehensive resource that offers all the essential insights for a sustainable lifestyle? 
    Your search ends here! 
    This guide is your ultimate companion for deepening your awareness, applying sustainable strategies, and engaging in practical exercises. With this, you're set for meaningful change. 
    Key Highlights of This Enlightened Guide: 
    - In-depth insights into transforming daily habits for a sustainable future. 
    - Detailed explanations for adopting eco-friendly practices. 
    - Effective strategies for integrating sustainability into everyday life. 
    Our guide sets itself apart through comprehensive coverage, ensuring your efforts lead to impactful results. Concepts are thoroughly explored rather than just touched upon. 
    Please note this guide is an independent resource designed for your benefit, unaffiliated with any official entity. 
    Crafted with a clear structure and straightforward language, our guide ensures seamless transitions between topics. Say farewell to complex terminology and welcome clear, precise, and actionable content. 
    Why wait? Click the BUY NOW button, secure your guide, and begin your journey towards a sustainable future today! 
    Begin the transformation towards mindful living now!
    Show book
  • A Hundred Reasons Why Evolution Is True - English to Spanish - cover

    A Hundred Reasons Why Evolution...

    Science-Based Language Learning Lab

    • 0
    • 0
    • 0
    Introduction to the "A Hundred Reasons Why..." Series 
     
    Welcome to a fresh, captivating way to learn a new language! The "A Hundred Reasons Why..." series helps you master Spanish through topics that interest you, such as art, science, and history. Each book offers 100 carefully selected reasons that serve as concise knowledge nuggets in both English and Spanish. 
     
    How It Works:   
     
    - Each reason is first presented in Spanish for you to interpret.   
     
    - The next page provides the English translation and then repeats the reason in Spanish to help you understand unfamiliar terms.   
     
    - This format is repetitive to aid memorization and concise, ensuring streamlined learning. 
     
    Benefits: 
     
    - Concise Learning: The brief, one-sentence reasons are easy to remember and relate directly to your interests. 
     
    - Reinforced Learning: Switching between English and Spanish solidifies your vocabulary and grammar naturally. 
     
    - Engaged Learning: Associating new words with topics you're passionate about keeps your learning dynamic and engaging. 
     
    - Dual Knowledge: You not only learn a new language but also deepen your knowledge of the specific subject matter. 
     
    Ideal for those who thrive on clear and targeted information, this series makes learning both educational and enjoyable. Whether you're a beginner or looking to expand your linguistic skills, these books are crafted to enhance your journey effectively. Embrace this innovative approach and let your passions fuel your progress in mastering Spanish!
    Show book
  • Advanced Scrum Case studies Vol 4 - Budgeting for an Agile start up - cover

    Advanced Scrum Case studies Vol...

    Frederik Mark Fowler

    • 0
    • 0
    • 0
    vvvYou are an Agile Coach and you have been retained by a small but successful start up company.  They have achieved positive cash flow and are starting to grow.  So far, so good! 
    The investors are pressuring the company leadership to adopt more formal procedures.  Specifically they would like the start up to submit a formal budget for the investors to approve. 
    You have been asked to teach and coach the company leadership how budgeting works in an Agile context. 
    What should you tell them? 
    This case and the others in the series come from the real-world experiences of a group of Scrum professionals who meet regularly to discuss the Scrum Framework and how to apply it to actual situations they have encountered.  These discussions have been led since 2015 by Frederik Mark Fowler, A Doctor of Scrum and Holder of the Professional Scrum Master level III certification awarded by Scrum.org.  Fred has worked with the Scrum Framework for almost 20 years and has trained more then 300 people to become Scrum Masters and Product Owners.  For more information, visit www.Patreon.com/SiliconValleyScrum.
    Show book
  • AI and Machine Learning for Beginners - cover

    AI and Machine Learning for...

    Jim D. Johnston

    • 0
    • 0
    • 0
    Step into the world of intelligent systems and discover how machines learn, think, and make decisions from data. 
    AI and Machine Learning for Beginners is a clear and practical introduction to artificial intelligence and machine learning, designed for students, professionals, and curious learners with little or no technical background. This book simplifies complex concepts and shows how AI is transforming industries, powering everyday applications, and shaping the future of technology. 
    This guide focuses on building a strong foundation in both theory and practical understanding, helping readers move from basic concepts to real-world applications with confidence. 
    Inside, you will discover:The fundamentals of artificial intelligence and machine learningHow machines learn from data and improve over timeTypes of machine learning: supervised, unsupervised, and reinforcement learningKey algorithms and how they work in simple termsIntroduction to neural networks and deep learningData preparation, training, and model evaluation basicsPopular tools and libraries used in AI developmentReal-world applications in healthcare, finance, marketing, robotics, and moreEthical considerations and challenges in AI developmentFuture trends and career opportunities in AI and machine learning 
    AI and Machine Learning for Beginners provides the essential knowledge needed to understand and begin working with one of the most transformative technologies of our time.
    Show book
  • Falling into a Black Hole - Cross the Event Horizon and Follow the Physics of Spaghettification and the Singularity as Far as Science Can Honestly Take You - cover

    Falling into a Black Hole -...

    The Astronomy Club

    • 0
    • 0
    • 0
    You know what a black hole is. You have heard the phrase event horizon a hundred times. What nobody has given you is the straight answer to the question you actually have: if I fell in, what would happen to me?
    
    This audiobook takes you there in the first person, one unbroken descent from a safe orbit to the very edge of what physics can say. You feel the tidal pull that becomes spaghettification, watch the light of the outside universe pile up and freeze behind you, and follow the math's own predictions toward the singularity, each idea carried by a single everyday comparison instead of an equation. It is written for adults who already know the basics and want the real physics, including the exact spot where the theory stops working and why that gap is one of the great open questions in the cosmos.
    
    When it ends, you will know precisely how far science can honestly take you, and where it cannot. Press play and start the fall.
    Show book