Practical Data Science Environments with Python and R - Build and Manage Streamlined Workflows with Python and R for Real-World Insights and Analysis

Astha Puri, Rohan Mathur

Sinopse

From Beginner to Practitioner: A Practical Path to Learning Data ScienceKey Features● Build production-ready data science environments from scratch.● Learn Python and R through complete, real-world workflows for cleaning, visualizing, and modeling data.● Learn real-world and practical workflows used by modern data organizations.Book DescriptionData science often fails beginners not because of complex algorithms, but because setting up the right tools, environments, and workflows is confusing and poorly explained. Practical Data Science Environments with Python and R fills that gap by focusing on the practical foundations required to work effectively in real data science settings.You begin by developing a clear understanding of the data science landscape, including how different programming languages, tools, and platforms are used across analytics and machine learning workflows. As you advance, you learn how to import structured and unstructured data, apply systematic cleaning and transformation techniques, and perform exploratory analysis to understand data behavior.You will implement and evaluate foundational models while learning how to organize code, manage versions with Git, and follow workflows used in professional data teams. The final chapters connect these skills to industry use cases, advanced topics, and next steps, preparing you to continue growing beyond the basics.What you will learn● Build complete, reproducible data science environments from scratch.● Prepare raw data through structured cleaning and transformation processes.● Apply Python and R workflows for end-to-end data analysis tasks.● Visualize data to identify patterns and communicate analytical insights.● Implement and evaluate foundational machine learning models.● Manage data science projects using industry-standard version control workflows.Table of Contents1. An Overview of Data Science2. Comparing Programming Languages and Various Environments3. Setting Up Data Science Environment4. Importing and Cleaning Data in Python and R5. Data Wrangling and Manipulation in Python and R6. Data Visualization in Python and R7. Introduction to Data Science Algorithms8. Implementing Machine Learning Models9. Version Control with Git10. Data Science and Analytics in Industry11. Advanced Topics and Next Steps       Index

Disponível desde: 30/01/2026.

Comprimento de impressão: 254 páginas.

Ciência e Tecnologia

Outros livros que poderiam interessá-lo

Herbal Alchemy: Exploring the...

Alex Carter

Embark on a transformative journey into the heart of holistic healing with our book, "Herbal Alchemy: Exploring the Secrets of Chinese Medicine - Ancient Wisdom for Modern Healing." As you navigate through the pages, immerse yourself in the captivating world of Chinese Herbal Medicine, where ancient wisdom meets the demands of contemporary well-being.
Dive into the historical roots and evolution of Chinese Medicine, tracing its lineage back through millennia. Explore the foundational philosophies of Yin-Yang, the Five Elements, and the vital energy of Qi, gaining insights into the intricate balance that defines holistic health. Discover the profound principles of herbal energetics, unraveling the subtle properties that make each herb a potent ally in restoring harmony to the body.
Unlock the secrets of herbal alchemy as we guide you through crafting herbal formulas tailored to individual constitutions. Delve into the diverse classification systems that guide practitioners in selecting herbs based on taste, temperature, and meridian affinity. Cultivate a desire to incorporate the timeless wisdom of Chinese herbs into your daily life, experiencing the profound benefits of their synergistic effects.
Equip yourself with practical knowledge as the book provides hands-on guidance in herbal preparation techniques. Establish your herbal apothecary, blending tradition with modern living. Take action toward a healthier lifestyle by integrating Chinese herbs into your daily routine. Whether you're a seasoned herbal enthusiast or a newcomer to the world of natural healing, "Herbal Alchemy" invites you to apply this ancient wisdom for modern healing.

Ver livro

The Developer's Playbook for...

Steve Wilson

Large language models (LLMs) are not just shaping the trajectory of AI, they're also unveiling a new era of security challenges. This practical book takes you straight to the heart of these threats. Author Steve Wilson, chief product officer at Exabeam, focuses exclusively on LLMs, eschewing generalized AI security to delve into the unique characteristics and vulnerabilities inherent in these models. 
 
 
 
Complete with collective wisdom gained from the creation of the OWASP Top 10 for LLMs list—a feat accomplished by more than 400 industry experts—this guide delivers real-world guidance and practical strategies to help developers and security teams grapple with the realities of LLM applications. Whether you're architecting a new application or adding AI features to an existing one, this book is your go-to resource for mastering the security landscape of the next frontier in AI. You'll learn: 
 
 
 
● Why LLMs present unique security challenges 
 
 
 
● How to navigate the many risk conditions associated with using LLM technology 
 
 
 
● How to identify the top risks and vulnerabilities associated with LLMs 
 
 
 
● Methods for deploying defenses to protect against attacks on top vulnerabilities 
 
 
 
● And more

Ver livro

In Hot Water - A Maverick's...

Sridhar Deivasigamani

In December of 2005, Sridhar Deivasigamani was standing in his basement, ankle deep in water, looking at his leaking water heater. Little did he know, it was a moment that would change his life—and change the world. In Hot Water reveals the power of finding your purpose—and the power every single one of us has to make a difference, to take small actions that can truly change the world.

Ver livro

Data Science for Everyone -...

Craig Dames

Data science is a multidisciplinary field that combines statistics, computer science, and domain expertise to extract meaningful insights from data. In today's digital era, data is generated at an unprecedented rate, making data science one of the most valuable skills in various industries. From healthcare to finance, businesses leverage data science to improve decision-making, optimize processes, and drive innovation. 
At its core, data science follows a structured approach that includes data collection, cleaning, exploration, modeling, and interpretation. The first step in any data science project is acquiring relevant data. This data can come from multiple sources, such as databases, APIs, or even social media. Once collected, it often requires cleaning, as raw data may contain errors, inconsistencies, or missing values that can impact the accuracy of analyses. 
After cleaning, exploratory data analysis (EDA) helps uncover patterns, trends, and relationships within the data. Visualization techniques, such as charts and graphs, make it easier to understand complex datasets. EDA also aids in feature selection, a crucial step in preparing data for machine learning models. Machine learning, a subset of artificial intelligence, allows computers to learn from data and make predictions. Common machine learning techniques include supervised learning, where models learn from labeled data, and unsupervised learning, which identifies hidden patterns without predefined labels.

Ver livro

Sleep Better to Thrive -...

Dr Sui H. Wong MD FRCP

Are you searching for answers on how to sleep well? 
Research shows that maintaining quality sleep health can reduce the risk of heart disease, aid in dementia prevention, manage migraines effectively, and overcome insulin resistance! 
When struggling with sleep deprivation and nighttime disturbances, your first thought might be to reach for the best sleep aid or supplement with extra coffee in the morning. But what if you could sleep better in a more natural, holistic way? 
Sleep Better to Thrive: Practical Steps That Will Enhance Your Life is the sleep book you need! This isn't your typical self-help book; it's a comprehensive guide to holistic lifestyle change that will lead to long-term health and overall wellness. In this workbook, you'll explore:the science of sleep, with an explanation of why we sleep, and what your circadian rhythm is.simple self-help strategies for when you have trouble sleeping, alongside free or low-cost tricks and tools to implement in daily life.empowering insight to help you work toward better body health, improve your mood, and increase productivity for bigger success!worksheets and activities that will promote overall wellness, nurturing a healthy body and mind.a practical guide to help you craft the perfect sleep routine so you can sleep deeper and get the sound sleep you deserve! 
This sleep book for adults is aimed at anyone who wants to get quality sleep, with additional considerations for busy families and those looking to fight the effects of aging, boost focus and think clearly. 
Start getting better sleep tonight by adding this book to your collection today!

Ver livro

Raising Meat Rabbits and Ducks:...

Dion Rosser

Raising Meat Rabbits and Ducks: A Homesteader's Dream Duo!  
Two manuscripts in one book:Backyard Meat Rabbits: A Comprehensive Guide to Raising Rabbits for Meat, Including Tips on Choosing a Breed, Building the Coop, and HarvestingRaising Ducks: The Ultimate Guide to Healthy Duck Keeping for Eggs, Meat, and Companionship with Tips on Choosing the Right Breed and Building the Coop for Beginners 
Here's a sneak peek of Backyard Meat Rabbits:Selecting Star Breeds: Find your perfect rabbit match for the best meat yield.Coop Mastery: Build a cozy, efficient home for your furry friends.Culinary Excellence: Tips for harvesting and preparing meat that's tender, rich, and bursting with flavor.Eco-Friendly and Ethical: Embrace responsible practices that respect nature and animal welfare.Legally Savvy: Navigate the rules of rabbit rearing with ease. 
What's inside Raising Ducks:Duck Breed Decoded: Choose the right feathered friends for your goals.Habitat Heaven: Create the ultimate duck dwelling.Feeding Finesse: Optimal nutrition for the best eggs and meat.Duck Doctoring: Keep your flock fit and flourishing.Permaculture Pals: Ducks as partners in sustainable living.Ready to launch your homesteading adventure with these fluffy and feathered friends?  
Don't delay! Click the “add to cart” button now and step into a world of self-reliance, mouthwatering meals, and delightful companionship. Your homestead awaits!

Ver livro