Interpretable Machine Learning with Python - Build explainable fair and robust high-performance models with hands-on real-world examples

Masís Serg

Beschreibung

Interpretable Machine Learning with Python, Second Edition, brings to light the key concepts of interpreting machine learning models by analyzing real-world data, providing you with a wide range of skills and tools to decipher the results of even the most complex models.

Build your interpretability toolkit with several use cases, from flight delay prediction to waste classification to COMPAS risk assessment scores. This book is full of useful techniques, introducing them to the right use case. Learn traditional methods, such as feature importance and partial dependence plots to integrated gradients for NLP interpretations and gradient-based attribution methods, such as saliency maps.

In addition to the step-by-step code, you’ll get hands-on with tuning models and training data for interpretability by reducing complexity, mitigating bias, placing guardrails, and enhancing reliability.

By the end of the book, you’ll be confident in tackling interpretability challenges with black-box models using tabular, language, image, and time series data.

Verfügbar seit: 31.10.2023.

Drucklänge: 606 Seiten.

Wissenschaft & Technologie

Weitere Bücher, die Sie mögen werden

Herbal Wonders: Simple Secrets...

Jorvik Freestone

Herbal Wonders: Simple Secrets to Transform Your Health and Happiness
⭐️⭐️ A Simplified Guide with Comprehensive Explanations Included ⭐️⭐️
Are you eager to enhance your well-being and uncover the secrets to a healthier, happier life?
Searching for an all-encompassing resource that unveils the essential elements for achieving holistic health and wellness?
Your pursuit ends here!
This guide is your essential companion for deepening your understanding, applying your newfound knowledge, and engaging in effective practices. With this resource, you're equipped for transformative success.
Updated to reflect the latest in holistic health practices.
Key features of this enriched guide include:
- In-depth insights into holistic health and wellness
- Clear explanations of herbal techniques for well-being
- Effective strategies for applying natural remedies and enhancing your lifestyle
Our guide stands out with its thorough coverage, which is crucial for your wellness journey. Concepts are explored in detail, ensuring a full understanding of each topic.
Please note, this guide is an independent resource and is not affiliated with any official health entity.
Crafted with a clear structure and accessible language, our guide guarantees seamless transitions between topics. Say farewell to complex jargon and embrace content that is clear, precise, and easy to follow.
So, why wait? Click the BUY NOW button, secure your guide, and embark on your journey toward improved health and happiness!
Transform your life with herbal wisdom today!

Zum Buch

Machine Learning with Python for...

Saimon Carrie

Dive into the exciting world of machine learning with "Machine Learning with Python for Beginners: A Practical Guide to Understanding and Implementing Machine Learning Using Python". This book is specifically designed for beginners and aspiring data scientists who want to understand the fundamentals of machine learning and how to apply these techniques using Python, one of the most popular programming languages for data analysis and machine learning.
The book begins by introducing you to Python and its libraries that are essential for machine learning, such as NumPy, Pandas, Matplotlib, and scikit-learn. You'll learn how to set up your Python environment and gain the programming skills necessary to build your first machine learning models.
Beyond the basics, the book explores more advanced topics such as neural networks and deep learning with TensorFlow and Keras. You’ll learn how these powerful frameworks can be used to develop sophisticated models that are capable of recognizing patterns and making predictions with greater accuracy.
This book also discusses the ethical considerations and challenges in machine learning, preparing you to handle data responsibly and make informed decisions in your projects.
"Machine Learning with Python for Beginners: A Practical Guide to Understanding and Implementing Machine Learning Using Python" provides you with the tools and knowledge needed to start building your own machine learning models. Packed with practical examples, tips, and code snippets, this book is an essential guide for anyone looking to harness the power of machine learning using Python.

Zum Buch

Hepatitis - Prevent and Manage...

Lilly Richardsen

Hepatitis is a term that refers to inflammation of the liver, a vital organ responsible for over 500 essential functions in the human body. These include processing nutrients, filtering toxins from the blood, and producing proteins necessary for blood clotting. When the liver becomes inflamed or damaged, these critical functions are compromised, often leading to serious health consequences. Hepatitis can arise from a variety of causes, including viral infections, excessive alcohol consumption, certain medications, and autoimmune disorders.
Among the most common causes of hepatitis are viruses, which account for the five primary types of the disease: hepatitis A, B, C, D, and E. Each of these types has distinct modes of transmission, risk factors, and health outcomes. Some forms of hepatitis, like hepatitis A, are acute and self-limiting, while others, such as hepatitis B and C, can become chronic, leading to long-term complications like liver cirrhosis and cancer. The global impact of hepatitis is staggering, with millions of new cases reported annually and countless individuals living with chronic liver disease.
This book aims to provide a comprehensive guide to understanding, preventing, and managing hepatitis and related liver conditions. Whether you are seeking to protect yourself and your loved ones through preventative measures, coping with a recent diagnosis, or managing chronic liver disease, this resource is designed to offer practical advice, clear explanations, and up-to-date medical insights.

Zum Buch

Ultimate Pentesting for Web...

Dr. Rohit Gautam

Learn how real-life hackers and pentesters break into systems.
Book Description
Discover the essential tools and insights to safeguard your digital assets with the "Ultimate Pentesting for Web Applications". This essential resource comprehensively covers ethical hacking fundamentals to advanced testing methodologies, making it a one-stop resource for web application security knowledge.
Delve into the intricacies of security testing in web applications, exploring powerful tools like Burp Suite, ZAP Proxy, Fiddler, and Charles Proxy. Real-world case studies dissect recent security breaches, offering practical insights into identifying vulnerabilities and fortifying web applications against attacks.
This handbook provides step-by-step tutorials, insightful discussions, and actionable advice, serving as a trusted companion for individuals engaged in web application security. Each chapter covers vital topics, from creating ethical hacking environments to incorporating proxy tools into web browsers. It offers essential knowledge and practical skills to navigate the intricate cybersecurity landscape confidently. By the end of this book, you will gain the expertise to identify, prevent, and address cyber threats, bolstering the resilience of web applications in the modern digital era.
Table of Contents
1. The Basics of Ethical Hacking
2. Linux Fundamentals
3. Networking Fundamentals
4. Cryptography and Steganography
5. Social Engineering Attacks
6. Reconnaissance and OSINT
7. Security Testing and Proxy Tools
8. Cross-Site Scripting
9. Authentication Bypass Techniques
Index

Zum Buch

Do You Believe in Fairies? -...

Ashley Anne Strobridge

This is an audio journey through a collection of original Nature photography paired with original poetry & prose. Within you'll find lyrical audio descriptions of photos spanning the landscapes of my home state of Vermont, as well as a curated selection of photos from Virginia. This art is paired with whimsical & impactful poetry in themes of ecology, fantasy, social justice (BIPOC, LBGTQIA+ & Women's Rights, aging & disability), literature, conservation, history, family trauma, healing, & never forgetting pure Fascination with the Wonders of the Universe.This work is intended to create access to the wonders & benefits of Nature to those who may have mobility issues, disabilities (including visual impairment), or who otherwise lack access to the healing power of Nature due to financial hardship; racial, social, or fat-biased exclusion; or other circumstances.Art, Science, Magic, Nature, Truth, Justice, Love, & Creativity: through Astrobridge Artistry, I aim to Communicate the Magic & Wonder of Nature, hoping to make the beauty & healing powers of the natural world accessible & inviting to all. As someone with multiple disabilities & limited mobility myself, I pride myself on taking photos of, & being inspired by, beautiful & whimsical scenes in natural places that are easily accessible. Whether I'm on a dirt road 2 steps from my car door, on an accessible nature trail, or even right on my own balcony in Montpelier, VT in my Magic Garden in the Sky, illustrating that the beauty of Nature can be more accessible than you think, & that you don't need to have the ability to climb a rocky mountain trail to witness the majesty of Nature, is one of my main missions. It is important to me to share my photos & writing with a world with ever diminishing access to the truth & natural surroundings.2 photos are credited to my Mother, Diana Whittington (the Rainbow's Daughter & There & Back Again), & another is in Public Domain; the remainder of the photos were taken by me.

Zum Buch

Touchpad Play Ver 20 Class 5

Team Orange

Computer Science Textbook | Windows 10 & MS Office 2016

KEY FEATURES
- National Education Policy 2020
- Tech Funda: This section provides a practical information or tip to the students.
- Clickipedia: This section provides interesting computer facts.
- Hands-On: This section contains an activity for Home assignment.
- QR Code: Scan the QR Code given on the first page of each chapter to start chapter animation.
- Project Work: This is an assessment to challenge the students to apply the concepts learnt.
- Digital Resources

DESCRIPTION
In the modern era, we are dependent on technology for almost every aspect of our lives. Computers are a major part of this technology assisted life, as we have now developed ways to do most of the essential tasks on a computer. Computer science is no longer limited to theories and lectures, it has now become an important part of our lives.

Touchpad PLAY (Version 2.0) series, based on Windows 10 and MS Office 2016, is designed carefully keeping in mind the overall growth of the children. The simple and step-by-step approach used in this book makes the content very easy to understand for the students.

The students will face a global competition once they step out of the school so they should be updated with the latest technologies which holds a promising future in the times to come. The best way to learn is, to do it through fun filled activities. To make content interesting through the course of the book, we have included key features like Student Corner, Tech Funda, Clickipedia, Comp Caution, Exercise, In The Lab (Subject Enrichment), Teacher’s Corner, Worksheet, Test Sheet, Project Work, Explore More, Keyboard Shortcuts and Glossary.

Sample questions of Orange Global Olympiad (Cyber) have been included to promote awareness about the national level competition.

These features will ensure better learning, assessment, evaluation and enable children to take their knowledge beyond the classroom.

We hope that the book enables the children to learn the concepts with not only the purpose of gaining knowledge but also to be able to find its applications. We look forward to any suggestions for improving the book.

WHAT WILL YOU LEARN
You will learn about:
- Fundamentals of computers
- ICT Tools
- Features of Computer
- Parts and Uses of Computer
- Tux Paint

WHO THIS BOOK IS FOR
Grade 5

TABLE OF CONTENTS
1. Evolution of Computers
2. Working with Windows 10
3. Page Formatting and Mail Merge in Word 2016
4. Enhancing a Presentation
5. Introduction to Excel 2016
6. Editing in Excel 2016
7. Internet and E-Mail
8. Creating Shapes in Scratch
9. Creating a Game in Scratch
The AI Corner!
Periodic Assessment 4
Test Sheet 2
Project Work
Explore More (Word 2019)
Keyboard Shortcuts (Word 2016)
OGO Cyber Sample Questions
Glossary

Zum Buch