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Snippets of 2016 to 2021 by Dr Subheswar Dasgupta Pdf
This is a book compiling World events for past few years. The years which have been described here are 2016, 2017, 2018, 20 19, 2020 and 2021. The Data has been compiled from Newspapers and TV Programmes. The author has narrated all data starting from Donald Trump to Seroja, Maradona to EGY (05:40 UTC), JEM terrorist to Abhijit Binayak Bandopadhyaa. He has narrated not only the World events but also different happenings in India and its states. In some places along with the events fine humoural touch by the author will certainly make this book an amusement to its readers. This book is a historical world document for these six years.
Use modern Python libraries such as pandas, NumPy, and scikit-learn and popular machine learning and deep learning methods to solve financial modeling problems Purchase of the print or Kindle book includes a free eBook in the PDF format Key FeaturesExplore unique recipes for financial data processing and analysis with PythonApply classical and machine learning approaches to financial time series analysisCalculate various technical analysis indicators and backtest trading strategiesBook Description Python is one of the most popular programming languages in the financial industry, with a huge collection of accompanying libraries. In this new edition of the Python for Finance Cookbook, you will explore classical quantitative finance approaches to data modeling, such as GARCH, CAPM, factor models, as well as modern machine learning and deep learning solutions. You will use popular Python libraries that, in a few lines of code, provide the means to quickly process, analyze, and draw conclusions from financial data. In this new edition, more emphasis was put on exploratory data analysis to help you visualize and better understand financial data. While doing so, you will also learn how to use Streamlit to create elegant, interactive web applications to present the results of technical analyses. Using the recipes in this book, you will become proficient in financial data analysis, be it for personal or professional projects. You will also understand which potential issues to expect with such analyses and, more importantly, how to overcome them. What you will learnPreprocess, analyze, and visualize financial dataExplore time series modeling with statistical (exponential smoothing, ARIMA) and machine learning modelsUncover advanced time series forecasting algorithms such as Meta's ProphetUse Monte Carlo simulations for derivatives valuation and risk assessmentExplore volatility modeling using univariate and multivariate GARCH modelsInvestigate various approaches to asset allocationLearn how to approach ML-projects using an example of default predictionExplore modern deep learning models such as Google's TabNet, Amazon's DeepAR and NeuralProphetWho this book is for This book is intended for financial analysts, data analysts and scientists, and Python developers with a familiarity with financial concepts. You'll learn how to correctly use advanced approaches for analysis, avoid potential pitfalls and common mistakes, and reach correct conclusions for a broad range of finance problems. Working knowledge of the Python programming language (particularly libraries such as pandas and NumPy) is necessary.
“Fear deer no more! The best source I’ve seen on the topic!” —Tracy DiSabato-Aust, award-winning garden designer and best-selling author Deer are one of the most common problems a gardener can face. These cute but pesky animals can quickly devour hundreds of dollars’ worth of plants. And common solutions include the use of unattractive fencing and chemicals. In Deer-Resistant Design, Karen Chapman offers another option—intentional design choices that result in beautiful gardens that coexist with wildlife. Deer-Resistant Design showcases real home gardens across North America—from a country garden in New Jersey to a hilltop hacienda in Texas—that have successfully managed the presence of deer. Each homeowner also shares their top ten deer-resistant plants, all welcome additions to a deer-challenged gardeners shopping list. A chapter on deer-resistant container gardens provides suggestions for making colorful, captivating, and imaginative containers. Lushly illustrated and filled with practical advice and inspiring design ideas, Deer-Resistant Design is packed with everything you need to confidently tackle this challenging problem.
Discover the fascinating story behind the rise of a new pop icon: Dua Lipa. When Dua Lipa was eleven, her music teacher told her she wasn't good enough to join her school choir - her husky voice couldn't reach the high notes. Now, she's a global star. Her songs are pop anthems, streamed billions of times; she's collaborated with everyone from Calvin Harris and Miley Cyrus to Madonna and Elton John; she's won Grammys, BRITs and MTV awards; and she's the biggest homegrown talent to emerge from the UK music scene since Ed Sheeran and Adele. Dua's rise has been all the more impressive given that her Kosovan parents arrived in London as refugees, but her determination, hard work and undeniable voice have seen her transcend these humble beginnings, all while remaining fiercely proud of her heritage. In this revealing biography from the publishers of Harry, Ariana and Adele, pop music journalist Caroline Sullivan charts Dua's incredible journey to pop superstardom. Spanning everything from her mainstream breakthrough to her sold-out Future Nostalgia Tour, and exploring her influences, activism and high-profile personal life, it paints the most complete portrait yet of this icon in the making.
Sound and Meaning in East Cushitic Languages by Sumiyo Nishiguchi Pdf
This book, one of the few English language publications on indigenous languages spoken in East Africa, highlights theoretical contributions on understudied East Cushitic languages, based on extensive data. It introduces readers to important fields such as the OT phonology and morphology of Dhaasanac and discusses the syntax of negation, semantics of focus, negation and context shift. It then examines negative polarity items and context sensitivity in the Rendille, Burji, Somali and Afar languages to offer broader insights into these phenomena. Given its focus, the book will appeal to researchers and students who are interested in formal semantics, pragmatics and indigenous studies around the globe, especially those wanting to learn about East Cushitic linguistics.
This Element reports an investigation of translators' use of web-based resources and search engines. The study adopted a qualitative eye tracking-based methodology utilising a combination of gaze replay and retrospective think aloud (RTA) to elicit data. The main contribution of this Element lies in presenting not only an alternative eye tracking methodology for investigating translators' web search behaviour but also a systematic approach to gauging the reasoning behind translators' highly complex and context-dependent interaction with search engines and the Web.
Computational approaches to semantic change by Nina Tahmasebi,Lars Borin,Adam Jatowt ,Yang Xu,Simon Hengchen Pdf
Semantic change — how the meanings of words change over time — has preoccupied scholars since well before modern linguistics emerged in the late 19th and early 20th century, ushering in a new methodological turn in the study of language change. Compared to changes in sound and grammar, semantic change is the least understood. Ever since, the study of semantic change has progressed steadily, accumulating a vast store of knowledge for over a century, encompassing many languages and language families. Historical linguists also early on realized the potential of computers as research tools, with papers at the very first international conferences in computational linguistics in the 1960s. Such computational studies still tended to be small-scale, method-oriented, and qualitative. However, recent years have witnessed a sea-change in this regard. Big-data empirical quantitative investigations are now coming to the forefront, enabled by enormous advances in storage capability and processing power. Diachronic corpora have grown beyond imagination, defying exploration by traditional manual qualitative methods, and language technology has become increasingly data-driven and semantics-oriented. These developments present a golden opportunity for the empirical study of semantic change over both long and short time spans. A major challenge presently is to integrate the hard-earned knowledge and expertise of traditional historical linguistics with cutting-edge methodology explored primarily in computational linguistics. The idea for the present volume came out of a concrete response to this challenge. The 1st International Workshop on Computational Approaches to Historical Language Change (LChange'19), at ACL 2019, brought together scholars from both fields. This volume offers a survey of this exciting new direction in the study of semantic change, a discussion of the many remaining challenges that we face in pursuing it, and considerably updated and extended versions of a selection of the contributions to the LChange'19 workshop, addressing both more theoretical problems — e.g., discovery of "laws of semantic change" — and practical applications, such as information retrieval in longitudinal text archives.
The Art of SEO by Eric Enge,Stephan Spencer,Jessie Stricchiola Pdf
Three acknowledged experts in search engine optimization share guidelines and innovative techniques that will help you plan and execute a comprehensive SEO strategy. Complete with an array of effective tactics from basic to advanced, this fourth edition prepares digital marketers for 2023 and beyond with updates on SEO tools and new search engine optimization methods that have reshaped the SEO landscape, including how generative AI can be used to support SEO and SEO-related tasks. Novices will receive a thorough SEO education, while experienced SEO practitioners get an extensive reference to support ongoing engagements. Learn about the various intricacies and complexities of internet search Explore the underlying theory and inner workings of search engines and their algorithms Understand the interplay between social media engagement and other factors Discover tools to track results and measure success Examine the effects of key Google algorithm updates Consider opportunities for visibility in mobile, local, vertical, social, and voice search Build a competent SEO team with defined roles Identify what opportunities exist for using generative AI as part of an SEO program Gain insights into the future of search and internet discoverability
Indian Popular Fiction by Prem Kumari Srivastava,Mona Sinha Pdf
The scholarly essays in this book open up experimental and novel spaces and genres beyond the traditional and the literary world of Indian Popular Fiction as it existed towards the end of the last millennium. They respond to the possibilities opened up by the technology-driven and internet-savvy reading and writing world of today. Contemporaneous and bold, most of the essays resonate with the racy and fast-paced milieu and social media space inhabited by today's youth. Combative in its drift, this book makes possible an attempt to disband hierarchies and dismantle categories that have engulfed the expansive landscape of Indian Popular Fiction for too long. It facilitates discussion on graphic novels, microfiction, popular-entertainment and political satire on television and celluloid, social media-driven romances existing in the domain of the 'real' rather than that of 'fantasy' and mythological readings against the backdrop of gender and politics. Aimed at facilitating further research by scholars and enthusiasts of Indian Popular Fiction, this book is also an ode to the current trends generated by social and internet media cosmos. Please note: Taylor & Francis does not sell or distribute the Hardback in India, Pakistan, Nepal, Bhutan, Bangladesh and Sri Lanka.
Expansion Microscopy for Cell Biology by Anonim Pdf
Expansion Microscopy for Cell Biology, Volume 161 in the Methods in Cell Biology series, compiles recent developments in expansion microscopy techniques (Pro-ExM, U-ExM, Ex-STED, X10, Ex-dSTORM, etc.) and their applications in cell biology, ranging from mitosis, centrioles or nuclear pore complex to plant cell, bacteria, Drosophila or neurons. Chapters in this new release include Protein-retention Expansion Microscopy: Improved Sub-cellular Imaging Resolution through Physical Specimen Expansion, Ultrastructure Expansion Microscopy (U-ExM), Expansion STED microscopy (ExSTED), Simple multi-color super-resolution by X10 microscopy, Expansion microscopy imaging of various neuronal structures, Mapping the neuronal cytoskeleton using expansion microscopy, Mechanical expansion microscopy, and much more. Provides the authority and expertise of leading contributors from an international board of authors Represents the latest release in the Methods in Cell Biology series Includes the latest information on Expansion Microscopy for Cell Biology
Along Came Google by Deanna Marcum,Roger C. Schonfeld Pdf
An incisive history of the controversial Google Books project and the ongoing quest for a universal digital library Libraries have long talked about providing comprehensive access to information for everyone. But when Google announced in 2004 that it planned to digitize books to make the world's knowledge accessible to all, questions were raised about the roles and responsibilities of libraries, the rights of authors and publishers, and whether a powerful corporation should be the conveyor of such a fundamental public good. Along Came Google traces the history of Google's book digitization project and its implications for us today. Deanna Marcum and Roger Schonfeld draw on in-depth interviews with those who both embraced and resisted Google's plans, from librarians and technologists to university leaders, tech executives, and the heads of leading publishing houses. They look at earlier digital initiatives to provide open access to knowledge, and describe how Google founders Sergey Brin and Larry Page made the case for a universal digital library and drew on their company's considerable financial resources to make it a reality. Marcum and Schonfeld examine how librarians and scholars organized a legal response to Google, and reveal the missed opportunities when a settlement with the tech giant failed. Along Came Google sheds light on the transformational effects of the Google Books project on scholarship and discusses how we can continue to think imaginatively and collaboratively about expanding the digital availability of knowledge.
European Language Equality by Georg Rehm,Andy Way Pdf
This open access book presents a comprehensive collection of the European Language Equality (ELE) project’s results, its strategic agenda and roadmap with key recommendations to the European Union on how to achieve digital language equality in Europe by 2030. The fabric of the EU linguistic landscape comprises 24 official languages and over 60 regional and minority languages. However, language barriers still hamper communication and the free flow of information. Multilingualism is a key cultural cornerstone of Europe, signifying what it means to be and to feel European. Various studies and resolutions have found a striking imbalance in the support of Europe’s languages through technologies, issuing a call to action. Following an introduction, the book is divided into two parts. The first part describes the state of the art of language technology and language-centric AI and the definition and metrics developed to measure digital language equality. It also presents the status quo in 2022/2023, i.e., the current level of technology support for over 30 European languages. The second part describes plans and recommendations on how to bring about digital language equality in Europe by 2030. It includes chapters on the setup and results of the community consultation process, four technical deep dives, an overview of existing strategic documents and an abridged version of the strategic agenda and roadmap. The recommendations have been prepared jointly with the European community in the fields of language technology, natural language processing, and language-centric AI, as well as with representatives of relevant initiatives and associations, language communities and regional and minority language groups. Ensuring appropriate technology support for all European languages will not only create jobs, growth and opportunities in the digital single market. Overcoming language barriers in the digital environment is also essential for an inclusive society and for providing unity in diversity for many years to come.
Mintirho ya Vulavula by Jabulisile Mhlambi,Sandile Ngidi Pdf
Mintirho ya Vulavula: Arts, National Identities and Democracy examines the role of arts and culture in development, and specifically its value in consolidating our nascent democracy and in facilitating the transformation of South African society. Contributors to this edited volume interrogate the role of arts, culture and heritage from a transdisciplinary perspective, enriched by the cross-generational perspectives offered by young and older artists, cultural practitioners, activists and scholars. Authors also offer some policy recommendations on how the contribution of arts and culture to social cohesion and nation-building can be enhanced.
Games and Narrative: Theory and Practice by Barbaros Bostan Pdf
This book provides an introduction and overview of the rapidly evolving topic of game narratives, presenting the new perspectives employed by researchers and the industry, highlighting the recent empirical findings that illustrate the nature of it. The first section deals with narrative design and theory, the second section includes social and cultural studies on game narrative, the third section focuses on new technologies and approaches for the topic, the fourth section presents practices and case studies, and the final section provides industry cases from professionals.