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Mathematics for Machine Learning

Book Description: The fundamental mathematical tools needed to understand machine learning include linear algebra, analytic geometry, matrix decompositions, vector calculus, optimization, probability and statistics. This self contained textbook bridges the gap between mathematical and machine learning texts, introducing the mathematical concepts with a minimum of prerequisites. Machine learning is the latest in a long line of attempts to distill human knowledge and reasoning into a form that is suitable for constructing machines and engineering automated systems. As machine learning becomes more ubiquitous and its software packages become easier to use, it is natural and desirable that the low-level technical details are abstracted away and hidden from the practitioner. However, this brings with it the danger that a practitioner becomes unaware of the design decisions and, hence, the limits of machine learning algorithms.

Mathematics for Computer Science

This text serves as an introduction to discrete mathematics, probability, and mathematical thinking for computer scientists with an interactive introduction to discrete mathematics oriented toward computer science and engineering. The subject coverage divides roughly into thirds: (1) Fundamental concepts of mathematics including definitions, proofs, sets, functions, relations. (2) Discrete structures: graphs, state machines, modular arithmetic, counting and (3) Discrete probability theory.

Mathematics for Computer Science

This book covers elementary discrete mathematics for computer science and engineering. It emphasizes mathematical definitions and proofs as well as applicable methods. It explores the topics of basic combinatorics, number and graph theory, logic and proof techniques, and many more. Topics include formal logic notation, proof methods; induction, well-ordering; sets, relations; elementary graph theory; integer congruences; asymptotic notation and growth of functions; permutations and combinations, counting principles; discrete probability. Further selected topics may also be covered, such as recursive definition and structural induction; state machines and invariants; recurrences; generating functions.

Aviation & Meteorology: Weather Fundamentals (2nd Edition)

In the flying business, things seem to change at great speed . With continually changing regulations, certain information may become dated. We have endeavored to ensure there are no typographical errors in the publication. If you notice any inconsistencies or errors in the book, please contact us so changes can be made to future editions.

Semiconductor Devices Physics and Technology

Evaluation copies are provided to qualified academics and professionals for review purposes only, for use in their courses during the next academic year. These copies are licensed and may not be sold or transferred to a third party. Upon completion of the review period, please return the evaluation copy to Wiley. Return instructions and a free of charge return shipping label are available at www.wiley.com/go/returnlabel. Outside of the United States, please contact your local representative.

Электродинамика и распространение радиоволн

Систематически и подробно рассмотрены основные управления и положения электродинамики, изучаются возбуждаеми электромагнитные поля в неограниченном однородном пространстве

MANZARALI DARAXTLARNI КО‘PAYTIRISH

0 ‘zbekiston shahar va qishloqlarini zamonaviy uslubianla ko'kalamzorSashtirish - aholini hayol darajasini tubdan yaxshilashga qaratilgim muhim da^, iat mcbiri hisoblanadi. Ko'kalamzorlashfirishiiing itsosiy komponciuLiridaj) bin bu manzaraii daraxt-buialar hisoblanadi. (Vquv qoMlanma universitet va qishloq xo'jaligi oliy o'uuv jurtlarining 541 1200 "Manzaraii bog’dorchilik va ko‘kalamzorlashtirish’' yo'naiishlari bo'yicha talj.siI oluvehi bakalavrJar uchun mo'ijaiiangan bo’lib, qo'liaiimada ko’kalam/orlashtirish sohasida foydalanish uchun manzaraii ko'chatzor tasbkil etish, lining xo'jalik bo'limlari, strukturasi, urug,1 ekish va parvarishlash bo'limi, ko'chatlami parvarishlashda asosiv agrotexnik tadbirlarni o'tkazish va asosiy ninabargii va yaproqbargli daraxt-butalami ko'paytirish usullari, kesib shakl berish usullari va tcMioiogiyasi haqida ma’iumotiar keJtirilgan

АВТОМОБИЛЬ ЙЎЛЛАРИНИ ОБОДОНЛАШТИРИШ ВА ЖИҲОЗЛАШ

Дарсликда автомобиль йўлларини ободонлаштириш ва жиҳозлаш асослари, йўл ҳаракати хизмати мажмуалари, автомобиль йўлларини кўкаламзорлаштириш, тўсиқлар, уларнинг таснифи, йўл белгилари, уларни ўрнатиш қоидалари, автомобил йўлларини ёритиш тизимларинилойиҳалаш ва улардан фойдаланиш ҳамда автомобиль йўлларидаги интелектуал транспорт тизими тушунтирилган.

Highways The location, design, construction and maintenance of road pavements

This book is published on the understanding that the authors are solely responsible for the statements made and opinions expressed in it and that its publication does not necessarily imply that such statements and/or opinions are or reflect the views or opinions of the publishers. While every effort has been made to ensure that the statements made and the opinions expressed in this publication provide a safe and accurate guide, no liability or responsibility can be accepted in this respect by the authors or publisher

ЭКСПЛУАТАЦИЯ АВТОМОБИЛЬНЫХ ДОРОГ

Рассмотрены теоретические основы содержания, ремонта и организации управления функционированием дорог дорожно-эксплуатационной службой. Большое внимание уделено методам мониторинга, диагностике и оценке состояния, требованиям к автомобильным дорогам в разные периоды года в различных климатических условиях

YO‘L XO‘JALIGINING ISHLAB CHIQARISH KORXONALARI VA BAZALARI

Ushbu darslik N. V Gorelishevnig ―Avtomobil yo‗llarini qurish texnologiyasi va uni tashkil etish‖ kitobi asosida tayyorlangan va 5340600 «Transport inshootlarining ekspluatatsiyasi‖ va 5340800 «Avtomobil yo‗llari va aerodromlar» ta‘lim yo‗nalishlarida tahsil olayotgan bakalavr va magistrlarga mo‗ljallangan

Avtomobil yo‘llari qurilishini tashkil qilish va uning texnologiyasi asoslari

Автомобиль йуллари ку рилишини ташкил килиш ва унинг технологияси асослари» дарслиги 5340800 Автомобиль йуллари ва аэродромлар таълим йуналишлари буйича таълим олаётган бакалаврларга мулжалланган булиб, унда автомобиль йуллари курилишини ташкил килиш ва унинг технологияси асослари буйича йул пойини барпо этиш, йул тушамаларини куриш, текислаш ва зичлаш ишларини турли табиий шароитларда бажаришнинг технологик усуллари хакида кенг маълумотлар келтирилган

Biologik kimyo va molekulyar biologiya. 1-qism

Mazkur darslikda oqsillarning strukturasi, xossalari, ularning biologik ahamiyati haqida ma`lumotlar berilgan.

AVTOMOBIL YOʻLLARINI QURISH

Ushbu darslikda avtomobil yoʻllarini yoʻl poyini qurishdagi tayyorgarlik ishlari, qoya togʻ jinslari boʻlmagan gruntlardan yoʻl poyini qurish, murakkab tabiiy-iqlim sharoitlarda yoʻl poyini qurish toʻgʻrisida maʼlumotlar keltirilgan. Yoʻl toʻshamalari qurishda toʻshamaning asos qatlamini, qoplamani asfaltbeton hamda sementbeton qoplamalaridan qurish texnologik jarayonlar toʻgʻrisida toʻliq maʼlumotlar keltirilgan. Yoʻl qurilish ishlarini tashkil qilishning asosiy xususiyatlari, yoʻl xoʻjaligining ishlab chiqarish korxonalarining ishlar texnologiyasi va uni tashkil etish, togʻ jinslarini qazib olish korxonasi, bitum va emulsiya bazalari, asfaltbeton qorishmalarini va sementobeton qorishmalarini ishlab chiqarish zavodlari, temirbeton konstruksiyalari va mahsulotlarini ishlab chiqarish zavodlari va poligonlarda ishlar texnologiyasi va uni tashkil etish toʻgʻrisida maʼlumotlar keltirilgan boʻlib, avtomobil yoʻllari qurish bakalavr yoʻnalishi talabalari uchun moʻljallangan

PAVEMENT ENGINEERING Principles and Practice

This book contains information obtained from authentic and highly regarded sources. Reasonable efforts have been made to publish reliable data and information, but the author and publisher cannot assume responsibility for the validity of all materials or the consequences of their use. The authors and publishers have attempted to trace the copyright holders of all material reproduced in this publication and apologize to copyright holders if permission to publish in this form has not been obtained. If any copyright material has not been acknowledged please write and let us know so we may rectify in any future reprint.

Idioms in use (collocation+phrasal verbs)

This “Idioms in Use (collocations + phrasal verbs)” text-book includes 15 units. Each unit consists of idioms, collocations and phrases in finance. Exercises and tests are given according to topics. This book is recommended to professors, students and masters of Higher Education Institution.