Principles of Data Science - A beginner's guide to essential math and coding skills for data fluency and machine learning

Sinan Ozdemir

Summary

Principles of Data Science bridges mathematics, programming, and business analysis, empowering you to confidently pose and address complex data questions and construct effective machine learning pipelines. This book will equip you with the tools to transform abstract concepts and raw statistics into actionable insights.
Starting with cleaning and preparation, you’ll explore effective data mining strategies and techniques before moving on to building a holistic picture of how every piece of the data science puzzle fits together. Throughout the book, you’ll discover statistical models with which you can control and navigate even the densest or the sparsest of datasets and learn how to create powerful visualizations that communicate the stories hidden in your data.
With a focus on application, this edition covers advanced transfer learning and pre-trained models for NLP and vision tasks. You’ll get to grips with advanced techniques for mitigating algorithmic bias in data as well as models and addressing model and data drift. Finally, you’ll explore medium-level data governance, including data provenance, privacy, and deletion request handling.
By the end of this data science book, you'll have learned the fundamentals of computational mathematics and statistics, all while navigating the intricacies of modern ML and large pre-trained models like GPT and BERT.

Available since: 01/31/2024.

Print length: 326 pages.

Science & Technology

Other books that might interest you

Seeds of Hope - My Journey of...

Dr. Oludare Odumosu, Patrick...

An immigrant's story of leadership, innovation, and humanity in cannabis medicine.
Seeds of Hope is an eye-opening memoir of self-discovery and entrepreneurship against a backdrop of the war on drugs, and a story of the transformative power of medical cannabis and its potential to revolutionize the healthcare industry. Written by Dr. Oludare Odumosu, MPH, PhD, the youngest and first black CEO of a publicly traded global medical cannabis biopharmaceutical company, this book takes readers through his personal journey from “just say no” to becoming one of the leading voices in the global cannabinoid space today.
Dr. Odumosu explores the devastating effects of the War on Drugs on cannabis medicine, addiction, and the minority community from a personal lens. He shares his personal experience in cannabis medicine and entrepreneurship, including his personal struggles as his father's health worsens, his astonishment at cannabis' healing effects, and his fears, frustrations, and triumphs as he and his team run an ever-changing obstacle course of rules and regulations created by the state and federal governments.
Seeds of Hope also delves into the development of Hope, a groundbreaking, cannabis-based medication used to treat symptoms of autism spectrum disorder. Dr. Odumosu gives readers an insider's view of the nascent medical cannabis industry, as he and his team work to build their facilities and brand from the ground up.
Seeds of Hope is a must-read for anyone interested in the transformative power of medical cannabis and its potential to revolutionize healthcare, including aspiring entrepreneurs. For any student of the human condition, this a powerful and inspiring business memoir that offers hope, insights, and lessons learned on leadership, success, and achieving one's dreams.

Show book

The Checklist Manifesto - How to...

Atul Gawande

The New York Times bestselling author of Being Mortal and Complications reveals the surprising power of the ordinary checklist We live in a world of great and increasing complexity, where even the most expert professionals struggle to master the tasks they face. Longer training, ever more advanced technologies—neither seems to prevent grievous errors. But in a hopeful turn, acclaimed surgeon and writer Atul Gawande finds a remedy in the humblest and simplest of techniques: the checklist. First introduced decades ago by the U.S. Air Force, checklists have enabled pilots to fly aircraft of mind-boggling sophistication. Now innovative checklists are being adopted in hospitals around the world, helping doctors and nurses respond to everything from flu epidemics to avalanches. Even in the immensely complex world of surgery, a simple ninety-second variant has cut the rate of fatalities by more than a third. In riveting stories, Gawande takes us from Austria, where an emergency checklist saved a drowning victim who had spent half an hour underwater, to Michigan, where a cleanliness checklist in intensive care units virtually eliminated a type of deadly hospital infection. He explains how checklists actually work to prompt striking and immediate improvements. And he follows the checklist revolution into fields well beyond medicine, from homeland security to investment banking, skyscraper construction, and businesses of all kinds. An intellectual adventure in which lives are lost and saved and one simple idea makes a tremendous difference, The Checklist Manifesto is essential reading for anyone working to get things right.

Show book

Fighting Phishing - Everything...

Roger A. Grimes

Fighting Phishing: Everything You Can Do to Fight Social Engineering and Phishing serves as the ideal defense against phishing. Unlike most anti-phishing books, which focus only on one or two strategies, this book discusses all the policies, education, and technical strategies that are essential to a complete phishing defense. This book gives clear instructions for deploying a great defense-in-depth strategy to defeat hackers and malware. Written by the lead data-driven defense evangelist at the world's number one anti-phishing company, KnowBe4, Inc., this guide shows you how to create an enduring, integrated cybersecurity culture. 
 
 
 
● Learn what social engineering and phishing are, why they are so dangerous to your cybersecurity, and how to defend against them 
 
 
 
● Educate yourself and other users on how to identify and avoid phishing scams, to stop attacks before they begin 
 
 
 
● Discover the latest tools and strategies for locking down data when phishing has taken place, and stop breaches from spreading 
 
 
 
● Develop technology and security policies that protect your organization against the most common types of social engineering and phishing

Show book

Blockchain and Distributed...

SAM CAMPBELL

"Blockchain and Distributed Ledgers: Demystifying the Digital Revolution" offers a comprehensive journey into the heart of blockchain technology and the wider world of distributed ledger technologies (DLTs). Perfect for enthusiasts, entrepreneurs, developers, and anyone curious about the digital transformation reshaping our world, this guide illuminates the technical, economic, and social implications of these groundbreaking technologies. 
Starting with the basics, the book unravels the complexities of blockchain and DLT, offering clear explanations of how blocks are created, the ingenious role of cryptography, and the mechanics behind consensus algorithms. It navigates the evolution from the inception of Bitcoin to the proliferation of altcoins and the expansive universe of applications beyond cryptocurrencies, including smart contracts, decentralized finance (DeFi), non-fungible tokens (NFTs), and the transformative potential in sectors like supply chain management and digital identity. 
Beyond the technology itself, the book critically examines the challenges blockchain faces, from scalability and security concerns to regulatory hurdles and ethical considerations. It explores the vibrant ecosystem surrounding blockchain and DLT, highlighting the community's role in driving innovation and addressing these challenges. 
This book serves as your essential guide to the technologies at the forefront of the digital age. Explore the revolution, understand its potential, and imagine the possibilities that lie ahead with "Blockchain and Distributed Ledgers: Demystifying the Digital Revolution."

Show book

Graph Data Science with Python...

Timothy Eastridge

Practical approaches to leveraging graph data science to solve real-world challenges.
Book Description
Graph Data Science with Python and Neo4j is your ultimate guide to unleashing the potential of graph data science by blending Python's robust capabilities with Neo4j's innovative graph database technology. From fundamental concepts to advanced analytics and machine learning techniques, you'll learn how to leverage interconnected data to drive actionable insights. Beyond theory, this book focuses on practical application, providing you with the hands-on skills to tackle real-world challenges. You'll explore cutting-edge integrations with Large Language Models (LLMs) like ChatGPT to build advanced recommendation systems. With intuitive frameworks and interconnected data strategies, you'll elevate your analytical prowess. This book offers a straightforward approach to mastering graph data science. With detailed explanations, real-world examples, and a dedicated GitHub repository filled with code examples, this book is an indispensable resource for anyone seeking to enhance their data practices with graph technology. Join us on this transformative journey across various industries, and unlock new, actionable insights from your data. ?
Table of Contents
1. Introduction to Graph Data Science
2. Getting Started with Python and Neo4j
3. Import Data into the Neo4j Graph Database
4. Cypher Query Language
5. Visualizing Graph Networks
6. Enriching Neo4j Data with ChatGPT
7. Neo4j Vector Index and Retrieval-Augmented Generation (RAG)
8. Graph Algorithms in Neo4j
9. Recommendation Engines Using Embeddings
10. Fraud Detection
CLOSING SUMMARY The Future of Graph Data Science
Index

Show book

Hypnosis Kickstart - Beginner Level

Julie Sulter

"Hypnosis Kickstart: Beginner Level" is your comprehensive guide to unlocking the transformative power of hypnotherapy. This book serves as a foundational resource for individuals eager to explore the art and science of hypnosis from its fundamental principles to its practical applications. Whether you're a novice or seeking to deepen your understanding, this beginner-level guide offers insights into the intricacies of hypnotic techniques, guiding you through mastering posture, language utilization, and environmental considerations essential for effective hypnotherapy. Embark on a journey of self-discovery and professional growth as you delve into the captivating world of hypnosis with "Hypnosis Kickstart: Beginner Level.

Show book