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Data Analytics in e-Learning: Approaches and Applications

This book focuses on research and development aspects of building data analytics workflows that address various challenges of e-learning applications.This book represents a guideline for building a data analysis workflow from scratch. Each chapter presents a step of the entire workflow, starting from an available dataset and continuing with building interpretable models, enhancing models, and tackling aspects of evaluating engagement and usability. The related work shows that many papers have focused on machine learning usage and advancement within e-learning systems. However, limited discussions have been found on presenting a detailed complete roadmap from the raw dataset up to the engagement and usability issues. Practical examples and guidelines are provided for designing and implementing new algorithms that address specific problems or functionalities. This roadmap represents a potential resource for various advances of researchers and practitioners in educational data mining and learning analytics.

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Explainable Fuzzy Systems

Explainable Fuzzy Systems ab 160.49 € als gebundene Ausgabe: Paving the Way from Interpretable Fuzzy Systems to Explainable AI Systems. 1st ed. 2021. Aus dem Bereich: Bücher, Wissenschaft, Technik,

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Freestyle Poetry , Hörbuch, Digital, ungekürzt, 242min

Definite meanings and complex messages inherent to each freely written poem undoubtedly vary significantly according to distinct listeners within their own individualized contexts. Abstract meanings may stem from the inherent nature of particular word placements. It is a freestyle abstraction which contributes significantly to the exploration of the variety of observable meanings and subjective interpretations that might arise throughout these works. A basic sense of structure is created with this writing approach that strives for a basic overall coherence, while also relying on a spontaneous writing style that encourages complexity. Each poem is rooted in a pattern of thought which itself is connected to a larger meaning which has not yet been fully defined. Generally speaking, the words begin to form cohesive dialects that immediately become interpretable responses to the patterns of thought that were involved in their creation. In other words, nothing herein is entirely concrete.Listeners’ experiences create highly individualized interpretations of a writing style which is abstract in nature at times, yet remains fully within the realm of comprehension.These are real free verse poems, created in the moment using only enough editing to prevent unwanted misspellings and unnecessary punctuation errors. The rest of it is left in its purest, most natural, and holiest state. It is a poetry rooted in innocence, and drawn from that place inside of all of us where true inspiration can only be found at certain times. These words will always remain where they were originally placed. Staying true to the moment involves respecting the significance of the experience of a deeper connection to a more meaningful and otherworldly realm from which the almost supernatural ability required to write these freestyle poems is derived.These writings speak to a place of unity that exists among all people, and which manifests at times through the work of those who perhaps ungekürzt. Language: English. Narrator: Douglas Woolley. Audio sample: https://samples.audible.de/bk/acx0/198986/bk_acx0_198986_sample.mp3. Digital audiobook in aax.

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Machine Learning and Principles and Practice of Knowledge Discovery in Databases (eBook, PDF)

This two-volume set constitutes the refereed proceedings of the workshops which complemented the 21th Joint European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD, held in September 2021. Due to the COVID-19 pandemic the conference and workshops were held online. The 104 papers were thoroughly reviewed and selected from 180 papers submited for the workshops. This two-volume set includes the proceedings of the following workshops:Workshop on Advances in Interpretable Machine Learning and Artificial Intelligence (AIMLAI 2021)Workshop on Parallel, Distributed and Federated Learning (PDFL 2021)Workshop on Graph Embedding and Mining (GEM 2021)Workshop on Machine Learning for Irregular Time-series (ML4ITS 2021)Workshop on IoT, Edge, and Mobile for Embedded Machine Learning (ITEM 2021)Workshop on eXplainable Knowledge Discovery in Data Mining (XKDD 2021)Workshop on Bias and Fairness in AI (BIAS 2021)Workshop on Workshop on Active Inference (IWAI 2021)Workshop on Machine Learning for Cybersecurity (MLCS 2021)Workshop on Machine Learning in Software Engineering (MLiSE 2021)Workshop on MIning Data for financial applications (MIDAS 2021)Sixth Workshop on Data Science for Social Good (SoGood 2021)Workshop on Machine Learning for Pharma and Healthcare Applications (PharML 2021)Second Workshop on Evaluation and Experimental Design in Data Mining and Machine Learning (EDML 2020)Workshop on Machine Learning for Buildings Energy Management (MLBEM 2021)

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Price: 105.95 EUR excl. shipping

Machine Learning and Principles and Practice of Knowledge Discovery in Databases (eBook, PDF)

This two-volume set constitutes the refereed proceedings of the workshops which complemented the 21th Joint European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD, held in September 2021. Due to the COVID-19 pandemic the conference and workshops were held online. The 104 papers were thoroughly reviewed and selected from 180 papers submited for the workshops. This two-volume set includes the proceedings of the following workshops:Workshop on Advances in Interpretable Machine Learning and Artificial Intelligence (AIMLAI 2021)Workshop on Parallel, Distributed and Federated Learning (PDFL 2021)Workshop on Graph Embedding and Mining (GEM 2021)Workshop on Machine Learning for Irregular Time-series (ML4ITS 2021)Workshop on IoT, Edge, and Mobile for Embedded Machine Learning (ITEM 2021)Workshop on eXplainable Knowledge Discovery in Data Mining (XKDD 2021)Workshop on Bias and Fairness in AI (BIAS 2021)Workshop on Workshop on Active Inference (IWAI 2021)Workshop on Machine Learning for Cybersecurity (MLCS 2021)Workshop on Machine Learning in Software Engineering (MLiSE 2021)Workshop on MIning Data for financial applications (MIDAS 2021)Sixth Workshop on Data Science for Social Good (SoGood 2021)Workshop on Machine Learning for Pharma and Healthcare Applications (PharML 2021)Second Workshop on Evaluation and Experimental Design in Data Mining and Machine Learning (EDML 2020)Workshop on Machine Learning for Buildings Energy Management (MLBEM 2021)

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Price: 73.95 EUR excl. shipping

Virginia Woolf's Mrs. Dalloway: Bookmarked (eBook, ePUB)

"This astonishing new book, by the brilliant Robin Black is an intimate meditation on reading and writing, aftermath and possibility, the tension between the never-stable, endlessly interpretable depths of a book and the fragility of life, the finality of death. I emerged from this breathtaking work with a transformed understanding of both Woolf's masterpiece and the stream of consciousness in which we swim, "together and alone.”—Karen Russell"Reading Robin Black's astute and enlightening meditation on Mrs. Dalloway is like eavesdropping on a mesmerizing literary conversation, but one in which the participants are not two readers but a reader and a masterpiece. Black threads the very moving story of her own evolution as a writer through the exquisite fabric of Woolf's great novel, and the result will fascinate everyone who cares about the craft of fiction.”—Ann Packer "I loved reading Robin Black's take on Mrs. Dalloway. She generously shares details of her own life that offer an example of how a great book stays with a person, and goes deep into the intricacies of important craft aspects of the text, illuminating its brilliance. It's a privilege to read alongside her.”—Alice Elliot Dark "Through Black's gorgeous blend of personal narrative and incisive close reading, Virginia Woolf's novel becomes again fresh and contemporary, while at the same time deeper in its mysteries. I finished this Bookmarked knowing more about myself as a woman, reader, and writer.” —Pamela Erens"At fifty-nine, I am now the age Virginia Woolf was when she took that final, heavy-pocketed walk into The River Ouse. I am the age at which she killed herself, and I am not going to kill myself; but I was by no means always sure of that.”Considered Virginia Woolf's greatest novel, Mrs. Dalloway tells the story of a single day in the life of Clarissa Dalloway, a high society woman in post World War I England. As she is preoccupied with the last-minute details of dinner party, Clarissa is flooded with remembrances of the past, in the process reexamining the choices she has made, as well as looking toward old age. Written in a stream of consciousness style, Mrs. Dalloway is one of the most important novels in literature.In this deeply personal volume, Robin Black writes about Woolf's Mrs. Dalloway, a book she returned to again and again when she began writing at nearly forty and found herself gaining a sense of emotional stability for the first time in her life. For two decades, Mrs. Dalloway has been Black's partner in a crucial, ongoing conversation about writing and about the emotional life. Now, Black takes a deep dive into both the craft of the book, what a writer might learn from its mechanics, and also into the humanity to be found on every page.

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Price: 8.95 EUR excl. shipping