Tag: Explanatory

Free Download Explanatory Model Analysis: Explore, Explain, and Examine Predictive Models by Przemyslaw Biecek, Tomasz Burzykowski
English | March 18, 2021 | ISBN: 0367135590 | 324 pages | MOBI | 34 Mb
Explanatory Model Analysis Explore, Explain and Examine Predictive Models is a set of methods and tools designed to build better predictive models and to monitor their behaviour in a changing environment. Today, the true bottleneck in predictive modelling is neither the lack of data, nor the lack of computational power, nor inadequate algorithms, nor the lack of flexible models. It is the lack of tools for model exploration (extraction of relationships learned by the model), model explanation (understanding the key factors influencing model decisions) and model examination (identification of model weaknesses and evaluation of model’s performance). This book presents a collection of model agnostic methods that may be used for any black-box model together with real-world applications to classification and regression problems.

Free Download Ángel J. Gallego, "Cartography and Explanatory Adequacy "
English | ISBN: 019886793X | 2024 | 336 pages | PDF | 18 MB
This book contributes to the ongoing empirical, conceptual, and meta-theoretical debates regarding the merits and drawbacks of the cartographic program in linguistic theory. Although cartography has its roots in the study of the left periphery, its empirical scope has expanded significantly over the years and now covers a wide range of domains such as argument structure, modification, and constituent order. The chapters in this volume offer a critical examination of the cartographic assumption that there is a rich array of functional projections whose hierarchical order is fixed and determined by Universal Grammar. They discuss the nature of these cartographic hierarchies and their relation to the central theoretical goal of explanatory adequacy: are functional hierarchies an irreducible property of Universal Grammar (hence constituting part of the "residue" beyond the scope of principled explanation), or are they emergent, deriving from independent principles that do not require a further enrichment of Universal Grammar?

Free Download Mufti Muhammad Taqi Usmani, "The Noble Qur’an: Meaning with Explanatory Notes Standard Edition"
English | ISBN: 1906949506 | 2020 | pages | EPUB | 75 MB
The Noble Qur’an – The Standard Edition Meaning with Explanatory Notes Meticulous attention and care have been taken to prepare this new edition of The Noble Qur’an: With meaning and explanatory notes by Mufti Muhammad Taqi Usmani. This unique copy is available in two formats, the standard edition and the deluxe edition. The Standard Edition This edition is a bound in hardback with gold-blocking and foil embellishments on the cover and spine. The inside text is printed on the finest imported Chamois paper imported from the prestigious paper mills of Japan. The clear and beautiful typeset text of the Qur’an is based on the Madīnan muṣḥaf while retaining the useful features of the Indian subcontinent copy. The Arabic text is existing at the top of each page, accompanied by Mufti Muhammad Taqi Usmani’s renowned English translation and notes below it. The cover design and internal typesetting is the meticulous and patient work of the renowned designer ARM of WTP. The opening spread of the Fātiḥah and Baqarah have been carefully produced by a Bahraini artist for this edition. The Qur’anic text is concluded with a beautiful and meaningful supplication to be read upon completion, and taken from the Tipu Sultan (1441-1442/845ah) muṣḥaf. An English transliteration and translation of the supplication is included. A detailed twenty-two-page index is appended at the end. The standard edition weighs approximately 1.42kg.