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Machine Learning and Knowledge Discovery in Databases. Research Track; European Conference, ECML PKDD 2021, Bilbao, Spain, September 13-17, 2021, Proceedings, Part I by Nuria Oliver
English | EPUB | 2021 | 838 Pages | ISBN : 3030864855 | 101.4 MB
The multi-volume set LNAI 12975 until 12979 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2021, which was held during September 13-17, 2021. The conference was originally planned to take place in Bilbao, Spain, but changed to an online event due to the COVID-19 pandemic.

The 210 full papers presented in these proceedings were carefully reviewed and selected from a total of 869 submissions.
The volumes are organized in topical sections as follows:
Research Track:
Part I: Online learning; reinforcement learning; time series, streams, and sequence models; transfer and multi-task learning; semi-supervised and few-shot learning; learning algorithms and applications.
Part II: Generative models; algorithms and learning theory; graphs and networks; interpretation, explainability, transparency, safety.
Part III: Generative models; search and optimization; supervised learning; text mining and natural language processing; image processing, computer vision and visual analytics.
Applied Data Science Track:
Part IV: Anomaly detection and malware; spatio-temporal data; e-commerce and finance; healthcare and medical applications (including Covid); mobility and transportation.
Part V: Automating machine learning, optimization, and feature engineering; machine learning based simulations and knowledge discovery; recommender systems and behavior modeling; natural language processing; remote sensing, image and video processing; social media.
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[booksz]

Machine Learning Engineering with Python: Manage the lifecycle of machine learning models using MLOps with practical examples, 2nd Edition by Andrew P. McMahon
English | August 31, 2023 | ISBN: 1837631964 | True EPUB | 462 pages | 18 MB
Transform your machine learning projects into successful deployments with this practical guide on how to build and scale solutions that solve real-world problems

Includes a new chapter on generative AI and large language models (LLMs) and building a pipeline that leverages LLMs using LangChain
Key Features
This second edition delves deeper into key machine learning topics, CI/CD, and system designExplore core MLOps practices, such as model management and performance monitoringBuild end-to-end examples of deployable ML microservices and pipelines using AWS and open-source tools
Book Description
The Second Edition of Machine Learning Engineering with Python is the practical guide that MLOps and ML engineers need to build solutions to real-world problems. It will provide you with the skills you need to stay ahead in this rapidly evolving field.
The book takes an examples-based approach to help you develop your skills and covers the technical concepts, implementation patterns, and development methodologies you need. You'll explore the key steps of the ML development lifecycle and create your own standardized "model factory" for training and retraining of models. You'll learn to employ concepts like CI/CD and how to detect different types of drift.
Get hands-on with the latest in deployment architectures and discover methods for scaling up your solutions. This edition goes deeper in all aspects of ML engineering and MLOps, with emphasis on the latest open-source and cloud-based technologies. This includes a completely revamped approach to advanced pipelining and orchestration techniques.
With a new chapter on deep learning, generative AI, and LLMOps, you will learn to use tools like LangChain, PyTorch, and Hugging Face to leverage LLMs for supercharged analysis. You will explore AI assistants like GitHub Copilot to become more productive, then dive deep into the engineering considerations of working with deep learning.
What you will learn
Plan and manage end-to-end ML development projectsExplore deep learning, LLMs, and LLMOps to leverage generative AIUse Python to package your ML tools and scale up your solutionsGet to grips with Apache Spark, Kubernetes, and RayBuild and run ML pipelines with Apache Airflow, ZenML, and KubeflowDetect drift and build retraining mechanisms into your solutionsImprove error handling with control flows and vulnerability scanningHost and build ML microservices and batch processes running on AWS
Who this book is for
This book is designed for MLOps and ML engineers, data scientists, and software developers who want to build robust solutions that use machine learning to solve real-world problems. If you're not a developer but want to manage or understand the product lifecycle of these systems, you'll also find this book useful. It assumes a basic knowledge of machine learning concepts and intermediate programming experience in Python. With its focus on practical skills and real-world examples, this book is an essential resource for anyone looking to advance their machine learning engineering career.

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Machine Learning in Medical Imaging: 11th International Workshop, MLMI 2020, Held in Conjunction with MICCAI 2020, Lima, Peru, October 4, 2020, Proceedings by Mingxia Liu
English | PDF | 2020 | 701 Pages | ISBN : 3030598608 | 134.68 MB
The 68 papers presented in this volume were carefully reviewed and selected from 101 submissions. They focus on major trends and challenges in the above-mentioned area, aiming to identify new-cutting-edge techniques and their uses in medical imaging. Topics dealt with are: deep learning, generative adversarial learning, ensemble learning, sparse learning, multi-task learning, multi-view learning, manifold learning, and reinforcement learning, with their applications to medical image analysis, computer-aided detection and diagnosis, multi-modality fusion, image reconstruction, image retrieval, cellular image analysis, molecular imaging, digital pathology, etc.

This book constitutes the proceedings of the 11th International Workshop on Machine Learning in Medical Imaging, MLMI 2020, held in conjunction with MICCAI 2020, in Lima, Peru, in October 2020. The conference was held virtually due to the COVID-19 pandemic.
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Machine Learning with LightGBM and Python: A practitioner's guide to developing production-ready machine learning systems by Andrich van Wyk
English | September 29, 2023 | ISBN: 1800564740 | True EPUB/PDF | 252 pages | 7.95/3.9 MB
Take your software to the next level and solve real-world data science problems by building production-ready machine learning solutions using LightGBM and Python

Key Features:
Get started with LightGBM, a powerful gradient-boosting library for building ML solutionsApply data science processes to real-world problems through case studiesElevate your software by building machine learning solutions on scalable platforms
Book Description:
Machine Learning with LightGBM and Python is a comprehensive guide to learning the basics of machine learning and progressing to building scalable machine learning systems that are ready for release.
This book will get you acquainted with the high-performance gradient-boosting LightGBM framework and show you how it can be used to solve various machine-learning problems to produce highly accurate, robust, and predictive solutions.
Starting with simple machine learning models in scikit-learn, you'll explore the intricacies of gradient boosting machines and LightGBM. You'll be guided through various case studies to better understand the data science processes and learn how to practically apply your skills to real-world problems.
As you progress, you'll elevate your software engineering skills by learning how to build and integrate scalable machine-learning pipelines to process data, train models, and deploy them to serve secure APIs using Python tools such as FastAPI.
By the end of this book, you'll be well equipped to use various state-of-the-art tools that will help you build production-ready systems, including FLAML for AutoML, PostgresML for operating ML pipelines using Postgres, high-performance distributed training and serving via Dask, and creating and running models in the Cloud with AWS Sagemaker.
What You Will Learn:
Get an overview of ML and working with data and models in Python using scikit-learnExplore decision trees, ensemble learning, gradient boosting, DART, and GOSSMaster LightGBM and apply it to classification and regression problemsTune and train your models using AutoML with FLAML and OptunaBuild ML pipelines in Python to train and deploy models with secure and performant APIsScale your solutions to production readiness with AWS Sagemaker, PostgresML, and Dask
Who this book is for:
This book is for software engineers aspiring to be better machine learning engineers and data scientists unfamiliar with LightGBM, looking to gain in-depth knowledge of its libraries. Basic to intermediate Python programming knowledge is required to get started with the book.
The book is also an excellent source for ML veterans, with a strong focus on ML engineering with up-to-date and thorough coverage of platforms such as AWS Sagemaker, PostgresML, and Dask.

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[booksz]

Machine Learning with Qlik Sense: Utilize different machine learning models in practical use cases by leveraging Qlik Sense by Hannu Ranta
English | October 27, 2023 | ISBN: 1805126156 | True EPUB/PDF | 242 pages | 9.7/8.4 MB
Master the art of machine learning by using the one-of-a-kind Qlik platform, and take your data analytics skills to the next level

Key Features
Gain a solid understanding of machine learning concepts and learn to effectively define a problemExplore the application of machine learning principles within the Qlik platformApply your knowledge of ML to real-world scenarios with the help of practical examples
Book Description
The ability to forecast future trends through data prediction, coupled with the integration of ML and AI, has become indispensable to global enterprises. Qlik, with its extensive machine learning capabilities, stands out as a leading analytics platform enabling businesses to achieve exhaustive comprehension of their data. This book helps you maximize these capabilities by using hands-on illustrations to improve your ability to make data-driven decisions.
You'll begin by cultivating an understanding of machine learning concepts and algorithms, and build a foundation that paves the way for subsequent chapters. The book then helps you navigate through the process of framing machine learning challenges and validating model performance. Through the lens of Qlik Sense, you'll explore data preprocessing and analysis techniques, as well as find out how to translate these techniques into pragmatic machine learning solutions. The concluding chapters will help you get to grips with advanced data visualization methods to facilitate a clearer presentation of findings, complemented by an array of real-world instances to bolster your skillset.
By the end of this book, you'll have mastered the art of machine learning using Qlik tools and be able to take your data analytics journey to new heights.
What you will learn
Find out how to build practical machine learning solutions with the Qlik platformDevelop the skills needed to generate and verify machine learning models using the Qlik platformDiscover techniques used for preparing and investigating data to craft machine learning solutionsUnderstand how to transform real-world business problems into machine learning modelsExpand your potential to new use cases with data analyticsExplore advanced visualization techniques to make your models come alive
Who this book is for
If you're interested in data and analytics and are looking to extend your skillset to machine learning, this book is for you. Basic working knowledge of data, preferably with Qlik tools, will help you get started with this book. This is an excellent guide for anyone who wants to start using machine learning as part of their data analytics journey.

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[booksz]

arut ardhanabhuti V, "Machine Learning, Medical AI and Robotics: Translating Theory into the Clinic "
English | ISBN: 0750346353 | 2024 | 250 pages | PDF | 21 MB
An up-to-date review of current medical artificial intelligence and robotics applications across different medical disciplines.

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[booksz]

Machines Against Measures (Autonomy and Automation) edited by Irene Sotiropoulou
English | June 29, 2023 | ISBN: 0755639588, 0755639596 | True EPUB | 176 pages | 0.2 MB
Are we doomed because of the new digital technologies used in workspaces? Can we avoid measuring in our work? Or are we trapped in a metrification dystopia? Can we create workspaces that can produce what we prefer in order to use our human effort in ways that support nature and our communities? And if yes, what technologies could we use?

Here, monetary-theorist Irene Sotiropoulou explores and critiques the information and communication means that were created for capitalist profit-making, showing how we can subvert these and use them for our own non-capitalist purposes. Machines Against Measures shows that in times of capitalist restructuring and multiple social reproduction crises, there open up new possibilities to experiment with quantity, measuring, machines and digital technologies, creating new ways of production and transaction. Within these, are ways of sharing and producing that defy many principles of capitalist relations. Using everyday examples from grassroots activity, this book offers new insights into how to be inventive with what we have at hand and be able to reflect on what technologies we truly need, revealing a grounded and practical vision of technology and work, based on re-defining why and how we measure what we do.

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[booksz]

MacIntyre and the Practice of Governing Institutions by Dulce M. Redín, Garrett W. Potts, Omowumi Ogunyemi
English | PDF EPUB (True) | 2025 | 189 Pages | ISBN : 3031788877 | 2.4 MB
This volume offers a cross-disciplinary exploration of Alasdair MacIntyre's provocative approach to governance, drawing on insights from philosophy, economics, sociology, business ethics, and organizational studies. The chapters explore how MacIntyre's theory is applied to diverse institutional contexts, including education, medicine, and technology, addressing contemporary challenges in governance and ethical decision-making.

Bringing together well-known scholars from the 16th Annual Conference of the International Society for MacIntyrean Enquiry (ISME) at the University of Navarra, this book critically examines the role of governing institutions in shaping practices and traditions. It highlights MacIntyre's distinction between practices and institutions, addressing how these concepts influence ethical governance, leadership, and community-building in today's complex societal landscapes.
Contributors explore key themes such as the development of virtues within institutions, the ethical challenges of artificial intelligence, the moral foundations of education, and the governance of professions like medicine and land management. This volume also engages with contemporary issues, offering practical insights for fostering ethical decision-making and community participation in an increasingly technocratic world.
MacIntyre and the Practice of Governing Institutions is an essential resource for scholars of political philosophy, ethics, and governance, as well as for practitioners looking to navigate the ethical challenges posed by modern institutions. By examining how MacIntyre's thought applies to real-world issues, this book provides both theoretical depth and practical strategies for promoting human flourishing through virtuous governance.
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[booksz]

Biljana Arsic, "Macrolides: Properties, Synthesis and Applications"
English | ISBN: 3110515024 | 2018 | 112 pages | EPUB | 14 MB
Macrolide antibiotics represent a class of natural macrocyclic products, one of the most clinically important antibiotics. Unfortunately, the production and development of new macrolide antibiotics are not represented enough in the pharmaceutical industry today. The intention of the book is therefore not only to be a teaching tool for students and experts, but also to draw the attention of the general public to this extremely useful, cheap and relatively unharmful effective anti-macrobials, and potential anti-malarials. The authors introduce the different classes of macrolides and their derivatives, principles of their biological activity, their structure and interactions with biological targets as well as synthetic methods to produce new macrolide antibiotics of similar or improved properties. Special emphasis was put on conjugates of macrolides with nucleobases or nucleosides with numerous applications; among them the most important remains the attempt to overcome bacterial resistance.

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Macroscopic Quantum Coherence and Quantum Computing by Dmitri V. Averin, Berardo Ruggiero, Paolo Silvestrini
English | PDF (True) | 2001 | 459 Pages | ISBN : 0306465655 | 42.8 MB
This volume is an outgrowth of the Second International Workshop on Macroscopic Quantum Coherence and Computing held in Napoli, Italy, in June 2000. This workshop gathered a number of experts from the major Universities and Research Institutions of several countries. The choice of the location, which recognizes the role and the traditions of Naples in this field, guaranteed the participants a stimulating atmosphere. The aim of the workshop has been to report on the recent theoretical and experimental results on the macroscopic quantum coherence of macroscopic systems. Particular attention was devoted to Josephson devices. The correlation with other atomic and molecular systems, exhibiting a macroscopic quantum behaviour, was also discussed. The seminars provided both historical overview and recent theoretical ground on the topic, as well as information on new experimental results relative to the quantum computing area. The first workshop on this topic, held in Napoli in 1998, has been ennobled by important reports on observations of Macroscopic Quantum Coherence in mesoscopic systems. The current workshop proposed, among many stimulating results, the first observations of Macroscopic Quantum Coherence between macroscopically distinct fluxoid states in rf SQUIDs, 20 years after the Leggett's proposal to experimentally test the quantum behavior of macroscopic systems. Reports on observations of quantum behaviour in molecular and magnetic systems, small Josephson devices, quantum dots have also been particularly stimulating in view of the realization of several possible q-bits.

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Frank Dimatteo, "Mafia Hit Man Carmine DiBiase: The Wiseguy Who Really Killed Joey Gallo"
English | ISBN: 0806541083 | 2021 | 240 pages | PDF | 14 MB
Who really killed "Crazy Joe" Gallo? At last, the truth can be told. And it wasn't Frank "The Irishman" Sheeran as he claimed.

From acclaimed true-crime author Michael Benson and real-life "Mafia Survivor" Frank DiMatteo, the shocking and brutal story of Carmine DiBiase-aka Sonny Pinto-the elusive Mafia killer who went from small-time street punk to FBI's Most Wanted list to Death Row-only to be released on the streets to kill and kill again...among those who died by his gun was Joey Gallo.
"Sober, he was nothing, but drunk he would blow your head off." That's how Pete the Greek described Carmine "Sonny" DiBiase, the Colombo crime family hitman who'd been terrorizing Manhattan's Little Italy since he was a kid. After beating and robbing a local tailor and doing time in reformatory, Sonny set up operations at The Mayfair Boys Civic and Social Club, an illegal poolroom where he shot and killed his best friend on Christmas day...
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Magia Sexualis: Sexual Practices for Magical Power By Paschal Beverly Randolph; Maria de Naglowska
2012 | 192 Pages | ISBN: 1594774188 | EPUB | 1 MB
A step-by-step guide to the occult science of sex magic * Based on the practices of P. B. Randolph, occult rival of H. P. Blavatsky * Reveals how to perform sex magic rituals for specific real-world results, such as greater strength or enhancement of the senses * Explains how to create magical talismans, such as rings with specific planetary forces, how to enliven a painting, and how to charge an effigy Conceived by Paschal Beverly Randolph, Magia Sexualis has been heralded as the most influential book about sex magic ever written, surviving to the present day solely through Maria de Naglowska's French translation. Published more than 50 years after Randolph's death, the authorship of this "translation" has been repeatedly called into question: While the greater part of the content can be traced to Randolph's known works, a very significant portion cannot--leading to the conclusion that this work was supplemented by Naglowska's own sex magic work and extensive occult teachings. Magia Sexualis explains Randolph's meticulous science of sex magic, practiced by the Brotherhood of Eulis and the Hermetic Brotherhood of Light. Beginning with exercises to develop essential skills, the book explains in step-by-step detail how to perform sex magic rituals for specific results, such as greater strength or enhancement of the senses, how to charge and use a "volt"--an effigy of a specific person you want to influence or protect, how to enliven a painting in order to influence those around it, and how to create magical talismans with specific planetary forces, using what Randolph calls "fluid condensers." This work from two great occult minds shows that true power of the spirit is acquired in conjunction with the power of sex--affirming that "sex is the fundamental force in every being, the most powerful force in Nature, and the most characteristic evidence of God."

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Magic in the Air: The Myth, the Mystery, and the Soul of the Slam Dunk by Mike Sielski
English | February 11, 2025 | ISBN: 1250287529 | True EPUB | 368 pages | 3.7 MB
From the author of the bestselling Kobe Bryant biography The Rise comes the legend of the most powerful shot in basketball: the slam dunk.

The evolution of basketball, and much of the social and cultural change in America, can be traced through one powerful act on the court: the slam dunk. The dunk's history is the story of a sport and a country changed by the most dominant act in basketball, and it makes Magic in the Air a rollicking and insightful piece of narrative history and a surefire classic of sports literature.
When basketball was the province of white men, the dunk acted as a revolutionary agent, a tool for players like Wilt Chamberlain and Bill Russell to transform the sport into a Black man's game. The dunk has since been an expression of Black culture amid the righteous upheaval of the civil-rights movement, of the threat that Black people were considered to be to the establishment. It was banned from college basketball for nearly a decade―an attempt to squash the individual expression and athleticism that characterized the sport in America's cities and on its playgrounds. The dunk nevertheless bubbled up to basketball's highest levels. From Julius Erving to Michael Jordan to the high flyers of the 21st century, the dunk has been a key mechanism for growing the NBA into a global goliath.
Drawing on deep reporting and dozens of interviews with players, coaches, and other hoops experts, Magic in the Air brings to life the tale of the dunk while balancing sharp socio-racial history and commentary with a romp through American sports and culture. There's never been a basketball book quite like it.

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[booksz]

Magic Source Codes: The Craft of Reality By Cat Howell
2022 | 183 Pages | ISBN: 0473650371 | EPUB | 1 MB
Through our words; we enchant reality. Through our hands; we mold intentions. Through our thoughts; we invoke action.We are complicit magicians without even realising it. With the engine of our imaginations, we can invoke perspectives, ideas, and summon solutions changing the chemical and vibrational makeup of our physical bodies through thought alone.Living, breathing, walking routers here to play with the resonance of reality.And so, the work of the magician, is first and foremost to remember ourselves as the ultimate embodiment of a magical wand.Join me inside the rabbit hole ... Discover a simple emotional system to help you unlock the inner alchemy of wellbeing.Shared as an intimate memoir, Magic Source Codes is a compelling exploration and practical guide into the creative capacities of the human mind and the magical methods used to fall into a deeply safe, trusting, and loving relationship with yourself.Abracadabra - "I create as I speak".Magic Source Codes is Cat Howell's first book. A foundational piece of the red/green system. The perfect accompaniment to Money Magic if financial ease is a desire.

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Magnetic Micro and Nanorobot Swarms: From Fundamentals to Applications by Li Zhang , Shihao Yang , Qianqian Wang , Dongdong Jin
English | EPUB (True) | 2023 | 358 Pages | ISBN : 9819930359 | 165.5 MB
This book is focused on the attractive emerging field of micro-/nanorobot swarms (microswarms). It introduces fundamental understandings of various microswarms, including pattern generation, transformation, locomotion, and imaging. This book also demonstrates applications of micro-/nanorobot swarms in different fields, such as biomedical, environmental, and electrical applications. The detailed theoretical analysis and experimental demonstrations in this book provide readers ranging from students to researchers with a realistic picture of progress achieved in the field of micro-/nanorobot swarms.

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