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

Sinan Ozdemir

Beschreibung

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.

Verfügbar seit: 31.01.2024.

Drucklänge: 326 Seiten.

Wissenschaft & Technologie

Weitere Bücher, die Sie mögen werden

Shining a Light on America's...

Aldrich Merriweather

Shining a Light on America's Forgotten Heroines: The Radium Girls
⭐⭐ Simplified Guide & Explanations Included ⭐⭐
Are you eager to advance in your career and enhance your understanding by exploring the powerful stories of forgotten heroines?
Searching for a detailed guide that unravels the significant narratives of courage, resilience, and truth?
Your quest ends here!
This audiobook stands as your ultimate companion for delving into the overlooked histories of the Radium Girls. With insightful explanations and engaging content, you're set for an enlightening experience.
Updated for the Latest Insights on America's Forgotten Heroines.
Key features of this enriched guide:
- In-depth exploration of the stories behind the Radium Girls
- Detailed accounts of the struggle for justice and recognition
- Effective strategies for understanding and reflection
This guide is distinguished by its thorough coverage, essential for grasping the impactful stories. Rather than merely glossing over concepts, it dives into the details with precision.
Crafted with clarity and straightforward language, our guide ensures seamless transitions between topics. Say farewell to complicated jargon and welcome clear, concise, and accurate narratives.
So, why delay? Click the BUY NOW button, secure your guide, and embark on your journey to discover the inspiring tales of America's Forgotten Heroines!
Unlock the stories of resilience and triumph with 'Shining a Light on America's Forgotten Heroines: The Radium Girls'!

Zum Buch

The Comprehensive Plant Guide...

Ben Hoare, LAUREN CAMILLERI

The Comprehensive Plant Guide Book: Uncover the Wonders of the Plant Kingdom, From Common Houseplants to Rare Specimens, Explore the Rich Diversity of the World’s Plants
From the fragile sprout breaking through the soil to the majestic tree towering over a forest, the world of plants has fascinated, nourished, and sustained us since time immemorial. Yet, how deeply do we truly understand these silent companions of ours? "The Complete Encyclopedia of Plants" doesn't just scratch the surface—it delves deep, unraveling the many mysteries and marvels of plant life. Join us as we weave science, wonder, and storytelling into a tapestry of botanical brilliance!
Sentient Sprouts: Dive into the fascinating realm of plant cognition and communication. Do plants have feelings? How do they "talk" to each other? By understanding their unique sensory mechanisms and intricate networks, we're introduced to a world teeming with silent whispers and subtle signals. Prepare to see plants in an entirely new light!
Plants may not roam or roar, but their stories are grand, their existences intricate. "The Complete Encyclopedia of Plants" is your portal to these stories. It's not just a guide; it's an invitation to step into a world where every bud, seed, and leaf holds a secret waiting to be unveiled.
So, are you ready to embark on this verdant voyage? To walk through nature with renewed curiosity and wonder? To see the familiar foliage and garden greens with fresh, enlightened eyes? If so, open the pages, and let the green journey begin! 🌱🌺🍃🌍

Zum Buch

The Field Guide to Understanding...

Sidney Dekker

When faced with a ’human error’ problem, you may be tempted to ask 'Why didn’t these people watch out better?' Or, 'How can I get my people more engaged in safety?' You might think you can solve your safety problems by telling your people to be more careful, by reprimanding the miscreants, by issuing a new rule or procedure and demanding compliance. These are all expressions of 'The Bad Apple Theory' where you believe your system is basically safe if it were not for those few unreliable people in it. Building on its successful predecessors, the third edition of The Field Guide to Understanding ’Human Error’ will help you understand a new way of dealing with a perceived 'human error' problem in your organization. It will help you trace how your organization juggles inherent trade-offs between safety and other pressures and expectations, suggesting that you are not the custodian of an already safe system. It will encourage you to start looking more closely at the performance that others may still call 'human error', allowing you to discover how your people create safety through practice, at all levels of your organization, mostly successfully, under the pressure of resource constraints and multiple conflicting goals. The Field Guide to Understanding 'Human Error' will help you understand how to move beyond 'human error'; how to understand accidents; how to do better investigations; how to understand and improve your safety work. You will be invited to think creatively and differently about the safety issues you and your organization face. In each, you will find possibilities for a new language, for different concepts, and for new leverage points to influence your own thinking and practice, as well as that of your colleagues and organization. If you are faced with a ’human error’ problem, abandon the fallacy of a quick fix. Read this book.

Zum Buch

Healing Parenting Stress Sleep...

Harmooni

Are the demands of parenting leaving you overwhelmed and drained, leaving you longing for a more peaceful and harmonious family life? Do you find yourself wondering if there's a way to break free from the cycle of stress and exhaustion and embrace the joys of parenthood with open arms? Can you imagine a future where you navigate the challenges of parenting with grace and tranquility, knowing that you have the tools to overcome stress and build a stronger connection with your children?
The path to healing and transforming your parenting journey starts with the Healing Parenting Stress Sleep Hypnosis Meditation.
Can you envision a bedtime routine where you effortlessly transition into a state of deep, rejuvenating sleep, leaving behind the stresses and worries of the day? This transformative audio book is meticulously designed to guide you into a state of profound relaxation, helping you shed the burdens of stress and anxiety that often accompany parenthood.
Say goodbye to the sleepless nights and frazzled nerves and embrace a future where you're equipped with the resilience and calmness needed to be the parent you aspire to be. This audio book isn't just a guide; it's your key to unlocking the secrets of stress-free parenting.
As you embark on this journey, you'll discover powerful techniques to manage stress, enhance your emotional well-being, and create lasting bonds with your children. Say hello to a future where parenting is a joyful adventure, filled with love and connection.
The Healing Parenting Stress Sleep Hypnosis Meditation is your trusted companion on the path to a more peaceful and fulfilling parenting experience. Don't let stress define your parenthood – take the first step towards a harmonious family life tonight.

Zum Buch

Brain Weaver - Creating the...

MD Andrew Newberg, MD Daniel A....

Though adult cognitive development has previously been thought to be unyielding and static, Brain Weaver offers new hope and empowerment to remain mentally vibrant for a lifetime. 
 
 
 
Doctors Newberg and Monti's team at Thomas Jefferson University's Marcus Institute of Integrative Health are at the forefront of research in brain functioning and applications of the most advanced understanding in real-world strategies to expand options for optimizing our complex neurophysiology. 
 
 
 
Their findings show that optimal brain health is achievable by successfully weaving together a tapestry of our bio-psycho-social-spiritual dimensions. Brain Weaver also coincides with a decades-long surge in the public's interest in whole-person treatments—body, mind, and spirit evidence-based integrative therapies that include pharmaceuticals, electromagnetics, nutrition, and meditation. Brain Weaver's timeliness is all the more important now to address a new paradigm for post-pandemic wellness that emphasizes our individual and collective responsibility for proactive healthcare.

Zum Buch

Shigellosis - Causes Symptoms...

Lilly Richardsen

Shigellosis is a highly contagious bacterial infection caused by the Shigella species, which primarily affects the intestines and leads to symptoms such as diarrhea, fever, and stomach cramps. The disease spreads easily through direct person-to-person contact, contaminated food and water, or poor hygiene practices. It is a significant public health concern, particularly in developing countries where sanitation infrastructure is inadequate. However, outbreaks also occur in more developed regions, especially in crowded environments such as schools, daycare centers, and nursing homes. Understanding the nature of Shigella, its transmission routes, and its global impact is essential in addressing and preventing the spread of the disease.
The Shigella genus consists of four major species: Shigella dysenteriae, Shigella flexneri, Shigella boydii, and Shigella sonnei. Each of these species is associated with varying degrees of illness severity, with Shigella dysenteriae being the most severe due to its production of the Shiga toxin. Shigella sonnei is the most common cause of infection in industrialized nations, while Shigella flexneri is more prevalent in developing regions. These bacteria invade the cells lining the intestines, leading to inflammation, ulcers, and severe diarrhea that may contain blood or mucus. Because Shigella is highly resistant to stomach acid, only a small number of bacteria—sometimes fewer than 100—are needed to cause an infection.
The primary mode of transmission for Shigella is the fecal-oral route. This means that infection occurs when an individual ingests even a tiny amount of contaminated fecal matter. Poor hand hygiene, inadequate sanitation, and the consumption of contaminated food or water are key contributors to outbreaks.

Zum Buch