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Python Data Cleaning Cookbook: Prepare your data for analysis with pandas, NumPy, MatDescriptionlib, scikit-learn, and OpenAI by Michael Walker
English | May 31, 2024 | ISBN: 1803239875 | 486 pages | EPUB | 3.48 Mb
Learn the intricacies of data description, issue identification, and practical problem-solving, armed with essential techniques and expert tips.

Key FeaturesGet to grips with new techniques for data preprocessing and cleaning for machine learning and NLP modelsUse new and updated AI tools and techniques for data cleaning tasksClean, monitor, and validate large data volumes to diagnose problems using cutting-edge methodologies including Machine learning and AIBook Description
Jumping into data analysis without proper data cleaning will certainly lead to incorrect results. The Python Data Cleaning Cookbook - Second Edition will show you tools and techniques for cleaning and handling data with Python for better outcomes.
Fully updated to the latest version of Python and all relevant tools, this book will teach you how to manipulate and clean data to get it into a useful form. he current edition focuses on advanced techniques like machine learning and AI-specific approaches and tools for data cleaning along with the conventional ones. The book also delves into tips and techniques to process and clean data for ML, AI, and NLP models. You will learn how to filter and summarize data to gain insights and better understand what makes sense and what does not, along with discovering how to operate on data to address the issues you've identified. Next, you'll cover recipes for using supervised learning and Naive Bayes analysis to identify unexpected values and classification errors and generate visualizations for exploratory data analysis (EDA) to identify unexpected values. Finally, you'll build functions and classes that you can reuse without modification when you have new data.
By the end of this Data Cleaning book, you'll know how to clean data and diagnose problems within it.
What you will learnUsing OpenAI tools for various data cleaning tasksProducing summaries of the attributes of datasets, columns, and rowsAnticipating data-cleaning issues when importing tabular data into pandasApplying validation techniques for imported tabular dataImproving your productivity in pandas by using method chainingRecognizing and resolving common issues like dates and IDsSetting up indexes to streamline data issue identificationUsing data cleaning to prepare your data for ML and AI modelsWho this book is for
This book is for anyone looking for ways to handle messy, duplicate, and poor data using different Python tools and techniques. The book takes a recipe-based approach to help you to learn how to clean and manage data with practical examples.
Working knowledge of Python programming is all you need to get the most out of the book.
Table of ContentsAnticipating Data Cleaning Issues When Importing Tabular Data with pandasAnticipating Data Cleaning Issues When Working with HTML, JSON, and Spark DataTaking the Measure of Your DataIdentifying Outliers in Subsets of DataUsing Visualizations for the Identification of Unexpected ValuesCleaning and Exploring Data with Series OperationsIdentifying and Fixing Missing ValuesEncoding, Transforming, and Scaling FeaturesFixing Messy Data When AggregatingAddressing Data Issues When Combining DataFramesTidying and Reshaping DataAutomate Data Cleaning with User-Defined Functions, Classes, and Pipelines

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Alberto Boschetti, "Python Data Science Essentials"
English | 2018 | ISBN: 178953786X | PDF | pages: 466 | 6.6 mb
Gain useful insights from your data using popular data science tools

Key Features
- A one-stop guide to Python libraries such as pandas and NumPy
- Comprehensive coverage of data science operations such as data cleaning and data manipulation
- Choose scalable learning algorithms for your data science tasks
Book Description
Fully expanded and upgraded, the latest edition of Python Data Science Essentials will help you succeed in data science operations using the most common Python libraries. This book offers up-to-date insight into the core of Python, including the latest versions of the Jupyter Notebook, NumPy, pandas, and scikit-learn.
The book covers detailed examples and large hybrid datasets to help you grasp essential statistical techniques for data collection, data munging and analysis, visualization, and reporting activities. You will also gain an understanding of advanced data science topics such as machine learning algorithms, distributed computing, tuning predictive models, and natural language processing. Furthermore, You'll also be introduced to deep learning and gradient boosting solutions such as XGBoost, LightGBM, and CatBoost.
By the end of the book, you will have gained a complete overview of the principal machine learning algorithms, graph analysis techniques, and all the visualization and deployment instruments that make it easier to present your results to an audience of both data science experts and business users
What you will learn
- Set up your data science toolbox on Windows, Mac, and Linux
- Use the core machine learning methods offered by the scikit-learn library
- Manipulate, fix, and explore data to solve data science problems
- Learn advanced explorative and manipulative techniques to solve data operations
- Optimize your machine learning models for optimized performance
- Explore and cluster graphs, taking advantage of interconnections and links in your data
Who this book is for
If you're a data science entrant, data analyst, or data engineer, this book will help you get ready to tackle real-world data science problems without wasting any time. Basic knowledge of probability/statistics and Python coding experience will assist you in understanding the concepts covered in this book.
Table of Contents
- First Steps
- Data Munging
- The Data Pipeline
- Machine Learning
- Visualization, Insights, and Results
- Social Network Analysis
- Deep Learning Beyond the Basics
- Spark for Big Data
- Appendix A: Strengthen Your Python Foundations

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Python for Experimental Psychologists: A fun way of learning how to code your experiments and analyses
by Dalmaijer, Edwin S., Hirst, Rebecca J., Peirce, Jonathan W.
English | 2024 | ISBN: 1032000457 | 201 pages | True PDF EPUB | 10.12 MB

Python for Experimental Psychologists equips researchers who have no prior programming experience with the essential knowledge to independently script experiments and analyses in the programming language Python. This book offers an excellent introduction, whether you are an undergraduate, a PhD candidate, or an established researcher.
This updated edition is on Python 3 (the most current version). It starts by teaching the fundamentals of programming in Python and then offers several chapters on scripting experiments (displaying stimuli, obtaining and logging user input, precision timing, etc.) using the popular PsychoPy package. The remainder of the book is dedicated to data analysis and includes chapters on reading/writing to text files, time series, eye tracking, data visualisation, and statistics.
Access to a companion website enriches the learning experience with colour figures, example stimuli, datasets, scripts, and a portable Windows installation of Python. This book assumes no prior knowledge, and its informal and accessible tone helps readers with backgrounds in experimental psychology and cognitive neuroscience to quickly understand Python. It serves as a useful resource not only for researchers in these fields but also for lecturers instructing on methodology and data analysis.
Python for Experimental Psychologists demystifies programming complexities and empowers researchers to proficiently conduct experiments and analyse their results.

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Pädagogik im Umbruch: Kontinuität und Wandel in den neuen Bundesländern By Martina Löw, Dorothee Meister, Uwe Sander (auth.), Martina Löw, Dorothee Meister, Uwe Sander (eds.)
1995 | 252 Pages | ISBN: 381001401X | PDF | 9 MB
Martina Löw, Dorothee Meister, Uwe Sander Pädagogik zwischen Kontinuität und Wandel Dieser Sammelband greift mit seinem Titel die alltagssprachliche Metapher des 'Umbruchs' auf, mit der für die neuen Bundesländer seit 1990 in vielen gesellschaftlichen Bereichen eine normative Zielvorgabe gesellschaftlicher Veränderungen verbunden ist: der Wechsel ehemaliger DDR-Verhältnisse in bundesrepublikanische Verhältnisse. Erwartet und im Wort des 'Umbruchs' verankert wird ein radikaler Wechsel aller gesellschaftlichen Verhältnisse -und zwar kein langsamer, ausgehandelter Prozeß einer beid seitiger Annäherung, sondern eine einseitige Anpassung. Für sensible ge sellschaftliche Bereiche, zu denen die Pädagogik als Theorie und Praxis der Bildung, Qualifikation und Erziehung gehört, gilt dieser Anspruch beson ders. Mehr oder minder ausdrücklich werden pädagogische Felder als Ob jekt und als Medium des 'Umbruchs' behandelt. An die systematische Bil dung und Erziehung werden in besonderer Art ideologische und inhaltliche Umorientierungen herangetragen: Zum einen muß eine DDR-Pädagogik in eine BRD-Pädagogik transformiert werden, und zum anderen bekommt diese neue BRD-Pädagogik die Aufgabe, Umbruchprozesse in anderen ge sellschaftlichen Bereichen (im Bereich der Arbeit, der Freizeit und des So zialen) zu befördern und zu unterstützen. Und tatsächlich setzt nach 1990 in den neuen Bundesländern ein rasanter Prozeß der gesellschaftlichen Veränderung ein, dessen Ausmaß gewohnte Vorstellungen sozialer Dynamik bei weitem übertrifft. In kürzester Zeit än dern sich die politischen, rechtlichen und wirtschaftlichen Rahmenbedin gungen. Rechtliche Grundlagen, Organisationen und institutionelle Struktu ren werden ausgetauscht.

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Quantum Machine Learning
by S. Karthikeyan, M. Akila, D. Sumathi, T. Poongodi
English | 2025 | ISBN: 1032544716 | 300 pages | True PDF EPUB | 25.62 MB

This book presents the research into and application of machine learning in quantum computation, known as quantum machine learning (QML). It presents a comparison of quantum machine learning, classical machine learning, and traditional programming, along with the usage of quantum computing, toward improving traditional machine learning algorithms through case studies.
In summary, the book:
Covers the core and fundamental aspects of statistics, quantum learning, and quantum machines.
Discusses the basics of machine learning, regression, supervised and unsupervised machine learning algorithms, and artificial neural networks.
Elaborates upon quantum machine learning models, quantum machine learning approaches and quantum classification, and boosting.
Introduces quantum evaluation models, deep quantum learning, ensembles, and QBoost.
Presents case studies to demonstrate the efficiency of quantum mechanics in industrial aspects.
This reference text is primarily written for scholars and researchers working in the fields of computer science and engineering, information technology, electrical engineering, and electronics and communication engineering.

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Quick Hits in Emergency Medicine By Brandon Allen, Latha Ganti, Bobby Desai (auth.)
2013 | 133 Pages | ISBN: 1461470366 | PDF | 2 MB
For important information you need to know, but can't remember, turn to QUICK HITS IN EMERGENCY MEDICINE. This practical, short compendium contains the key decision-rules, clinical values, mnemonics, and dosages that you need at your finger tips in the ED. It covers everything from acute coronary syndrome and ACLS, to electrolyte equations and hyperkalemia, to ventilator settings by disease to Wellen's syndrome. Information on each topic is limited to a single page and presented in easily digested formats such as tables, algorithms, bulleted lists, and clinical illustrations.

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Radical Islam is a global threat to world democracy, security and civilization by Samuel Greenberg
English | July 17, 2024 | ISBN: N/A | ASIN: B0D9NGSP2L | 277 pages | EPUB | 0.95 Mb
What is inside the book?

This book examines a complex phenomenon of modern international life - Islamism. Before us, as eyewitnesses, there is a dynamic change in the historical stages of its development in the Middle East. Various pictures of atrocities by "consistent messianic Islamist movements" are emerging. The book reveals the reasons for the Islamist threat - the lack of self-organization skills among the Arabs. We are talking about the confrontation between Shiites and Sunnis, Christianity and radical Islam, Israel and the Arabs, the United States and terrorists, democracy and Eastern despotism, democracy and Islamism, East and West. The book covers two macro-regions - the Greater Middle East (Israel, Palestine, Iraq, Iran, Syria, Afghanistan and Libya) and Europe. It is filled with events, biographies, memories, witty dialogues and sayings. Examples show how, in the age of the Internet, religious Islamist medieval sermons resonate in the minds and hearts of young people who are hunted... The future of the world democracy, security and civilization is in danger.

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Ranis and the Raj: The Pen and the Sword by Queeny Pradhan
English | February 15, 2023 | ISBN: 0670091030 | 304 pages | PDF | 3.51 Mb
Traditionally, history has been telling us the stories of kings. In the long tradition of history writing, his-story has always dominated over her-story. Though queens evoke a sense of romance and their stories are told like fairy tales, it is common enough to find that these stories end in tragedy. In India's history, not all queens are remembered today. Some are celebrated; while others have been almost ignored by historians.

In Ranis and the Raj, Queeny Pradhan has selected six queens. All the six queens are fromthe nineteenth century and have faced the British Raj, the East India Company and the Crown. From the Rani of Sirmur, who was the earliest to deal with theBritish authorities, to Rani Chennamma, Rani Jindan, Begum Zeenat Mahal, Rani Lakshmi Bai, to the Sikkim Queen from the 1860s to 1890s, Pradhan has attempted to carve an engrossing historical narrative for each of these important figures in Indian history. Unlike the biographical convention in traditional history writing, theresearch in this book can be placed in the realm of 'microhistory'. The life stories of these queens are fragmented due to the 'silences' and 'invisibilization' in political history of the time, and this book aims to fill these gaps.

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Raspberry Pi für Kids: Programmieren lernen und experimentieren mit Elektronik, Scratch und Python
Deutsch | 2024 | ISBN: 3747508359 | 336 Pages | EPUB | 15 MB
Du lernst, wie du deinen Raspberry Pi zum Laufen bringst, Software installierst und sogar deine eigenen Spiele programmierst! Außerdem gibt es jede Menge spannende Projekte mit Sensoren und anderen Gadgets. Dafür eignet sich selbst das günstige Modell Raspberry Pi Zero. Mit dabei ist auch eine Liste der benötigten Hardware inklusive Sensoren.

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RC Phase Shift Oscillator using Opamp IC 741: Build and Learn Electronics by
English | 2021 | ISBN: 1230004475330 | 26 pages | PDF | 2.19 Mb
The eBook is a great price offer to you and this eBook provides a practical hands-on learning experience to the engineers, technicians, students, and hobbyists who are curious and eager to learn and make an electronic project on their own. The project in the eBook explains all the project relevant topics in a simple and descriptive manner for you. In addition, lots of electronics project-building stuff included in this eBook which makes it easier for you to build an electronic project.

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Re-Regulated: Set Your Life Free from Childhood PTSD and the Trauma-Driven Behaviors That Keep You Stuck by Anna Runkle
English | October 1st, 2024 | ISBN: 1401978630 | 224 pages | True EPUB | 1.58 MB
Introducing a radical healing approach for the adult symptoms of Childhood PTSD-from the creator of the Crappy Childhood Fairy program and YouTube channel.

Conventional trauma treatments (talk therapy and medication) simply don't work for many trauma survivors, and now we know why. Researchers have identified the core symptom that drives most other symptoms-neurological dysregulation. It's an injury to your nervous system triggered by abuse and neglect in childhood, and it can profoundly impact your physical health, damage your ability to learn and focus, and hold you back from forming caring relationships.
The good news is that healing is possible, and in Re-Regulated, author Anna Runkle (aka the Crappy Childhood Fairy) shows you how. Chapter by chapter, she teaches you practical steps to identify signs of dysregulation, quickly re-regulate, and then stay regulated more of the time. Drawing from her own experience healing Childhood PTSD symptoms, and her decades of work coaching and mentoring thousands of others working to heal from abuse and neglect in the past, Anna helps you calm triggers, break out of isolation, and change the self-defeating behaviors that are so common for traumatized people. From a regulated state, things can move forward rapidly in every area of your life so you can become your full and real self at last.
You'll learn:
* Practical techniques to release trauma-driven thinking and strengthen focus
* Principles to overcome trauma-driven thinking and behaviors that hold you back
* Strategies to manage overwhelming emotions before they hurt relationships
* A process to build your capacity to connect with other people
* A "Daily Practice" to help you start each day regulated and energized
Anna's tools can be used on your own or as a complement to professional therapy. With her help, you can achieve calmness and clarity you never imagined possible.

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Simon Kirchin, "Reading Parfit"
English | ISBN: 0415529506 | 2017 | 252 pages | EPUB | 1164 KB
Derek Parfit was one of the world's leading philosophers. His On What Matters was the most eagerly awaited book in philosophy for many years. Reading Parfit: On What Matters is an essential overview and assessment of volumes 1 and 2 of Parfit's monumental work by a team of international contributors, and includes responses by Parfit himself. It discusses central features of Parfit's book, including the structure and nature of reasons; the ideas underlying moral principles; Parfit's discussions of consequentialism, contractualism and Kantian deontology; and his metaethical ideas and arguments.

Reading Parfit will be central reading for students of ethics and anyone seeking a deeper understanding of one of the most important works of philosophy published in the last fifty years.
Read more

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Real Estate Deal Maker: Real Estate Deal Maker: Winning Strategies to Find and Finance Successful Rental Properties in Any Market by Henry Washington
English | June 11, 2024 | ISBN: 1960178148 | 220 pages | PDF | 7.43 Mb
The two biggest problems in real estate are finding properties and funding deals-and the solution to both starts here.

Are you ready to master the art of finding remarkable properties and securing the funds to seal the deal? Look no further than the expertise of Henry Washington, a real estate investor, influencer, and coach who turned a mere $1,000 into a portfolio of over 100 rental properties in just six years.
Whether you're a novice just entering the world of real estate investment or a seasoned pro with multiple deals under your belt, Real Estate Deal Maker is your essential guide to becoming a true expert. Learn how to find exceptional properties both on- and off-market and uncover the financial tactics that allow you to secure these deals with minimal personal investment. It's time to solve the biggest problems in your portfolio-and revolutionize your real estate game!
Inside, You'll Learn:How securing a great deal opens doors to various funding options.The 3 P's of finding deals: persistence, patience, and perseverance.The intricacies of deal funding, from understanding the pros and cons of various strategies to advanced techniques for securing your investment.How to approach real estate with integrity, honesty, and transparency to ensure you always prioritize people over properties.The significance of mindset in real estate success, and how to set clear, actionable goals.Real-life stories and experiences that shed light on the realities of the real estate world, offering invaluable lessons for both newbies and seasoned investors.

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Real Estate Empire: Building Your Legacy One Property at a Time by Nella Byran
English | April 10, 2024 | ISBN: N/A | ASIN: B0D1GPZ4RK | 42 pages | EPUB | 0.22 Mb
In the heart of every dreamer lies the ambition to create something lasting, something that extends far beyond the confines of their own lifetime. For many, that dream takes the form of a legacy-a testament to their ambition, their foresight, and their determination to leave an indelible mark on the world. In the realm of wealth creation, few paths offer the promise of legacy quite like real estate. Welcome to "Real Estate Empire: Building Your Legacy One Property at a Time," where we embark on a journey of discovery, strategy, and unyielding determination to craft a lasting heritage through the power of property investment.

Picture this: a skyline painted with the fruits of your labor, each building standing tall as a testament to your vision. It's not merely about accumulating wealth; it's about sculpting a narrative of prosperity, resilience, and generational impact. Our journey begins with understanding the foundations of real estate investment-the bedrock upon which empires are built. From there, we delve into the art of goal setting, transforming dreams into actionable plans and visions into tangible blueprints for success.
But this book is not just about theory; it's about rolling up your sleeves and getting to work. We'll explore the intricacies of developing investment strategies that bridge the gap between ambition and achievement, pinpointing profitable opportunities in the ever-shifting landscape of the real estate market. With a keen eye for innovation and a strategic mindset, we'll navigate the terrain of financing, acquisition, and team-building, assembling the pieces of your empire with precision and purpose.
Property management, scaling up, diversification-these are not merely buzzwords but pillars upon which your empire will stand. We'll harness the power of technology to streamline operations, leverage marketing tactics to attract tenants and buyers, and craft long-term wealth creation strategies that stand the test of time. And as we journey through the peaks and valleys of entrepreneurship, we'll equip you with the tools to overcome challenges, adapt to change, and emerge stronger than ever before.

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Real Estate Negotiation Ninja: Mastering the Art of Closing Lucrative Deals by Nella Byran
English | March 28, 2024 | ISBN: N/A | ASIN: B0CZCPJY1Y | 41 pages | EPUB | 0.14 Mb
In the bustling realm of real estate, negotiation reigns supreme. It's the artistry behind sealing the deal, the strategic maneuvering that transforms aspirations into reality. Welcome to "Real Estate Negotiation Ninja: Mastering the Art of Closing Lucrative Deals," where every page unfolds the secrets to becoming a true negotiation virtuoso.

Within these lines lies a profound exploration of negotiation's essence within the real estate arena. Here, it's not merely about price haggling; it's about understanding human dynamics, wielding information with finesse, and crafting alliances that transcend mere contracts.
Prepare to immerse yourself in the wisdom of seasoned negotiators as they unveil the strategies to prepare for negotiation battles with the poise of a seasoned warrior. From the intricate psychology of persuasion to the delicate art of building rapport, each chapter is a treasure trove of insights destined to elevate your negotiation prowess.
Yet, this book is more than just a guide to winning; it's a testament to integrity, professionalism, and ethical conduct. It's about fostering relationships, discovering common ground, and sculpting solutions where everyone emerges victorious.
Whether you're a seasoned real estate aficionado seeking to refine your craft or a newcomer eager to leave your mark, "Real Estate Negotiation Ninja" is your compass to success. So, arm yourself with knowledge, sharpen your instincts, and embark on a journey where every negotiation is an opportunity to thrive.

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