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The only way to learn is to practice! In Machine Learning Bookcamp, you''ll create and deploy Python-based machine learning models for a variety of increasingly challenging projects. Taking you from the basics of machine learning to complex applications such as image and text analysis, each new project builds on what you''ve learned in previous chapters. By the end of the bookcamp, you''ll have built a portfolio of business-relevant machine learning projects that hiring managers will be excited to see. about the technology Machine learning is an analysis technique for predicting trends and relationships based on historical data. As ML has matured as a discipline, an established set of algorithms has emerged for tackling a wide range of analysis tasks in business and research. By practicing the most important algorithms and techniques, you can quickly gain a footing in this important area. Luckily, that''s exactly what you''ll be doing in Machine Learning Bookcamp. about the book In Machine Learning Bookcamp you''ll learn the essentials of machine learning by completing a carefully designed set of real-world projects. Beginning as a novice, you''ll start with the basic concepts of ML before tackling your first challenge: creating a car price predictor using linear regression algorithms. You''ll then advance through increasingly difficult projects, developing your skills to build a churn prediction application, a flight delay calculator, an image classifier, and more. When you''re done working through these fun and informative projects, you''ll have a comprehensive machine learning skill set you can apply to practical on-the-job problems. what''s inside Code fundamental ML algorithms from scratch Collect and clean data for training models Use popular Python tools, including NumPy, Pandas, Scikit-Learn, and TensorFlow Apply ML to complex datasets with images and text Deploy ML models to a production-ready environment about the reader For readers with existing programming skills. No previous machine learning experience required. about the author Alexey Grigorev has more than ten years of experience as a software engineer, and has spent the last six years focused on machine learning. Currently, he works as a lead data scientist at the OLX Group, where he deals with content moderation and image models. He is the author of two other books on using Java for data science and TensorFlow for deep learning.
Profiles current industry trends and salaries and career profiles include Insurance account executive, banking customer service representative, financial analyst, tax preparer and more.
Arnold Ziegel formed Mountain Mentors Associates after his retirement from a corporate banking career of more than 30 years at Citibank. The lessons learned from his experience in dealing with entrepreneurs, multinational corporations, highly leveraged companies, financial institutions, and structured finance, led to the development and delivery of numerous senior level credit risk training programs for major global financial institutions from 2002 through the present. This book was conceived and written as a result of the development of these courses and his experience as a corporate banker. It illustrates the fundamental issues of credit and credit analysis in a manner that tries to take away its mystery. The overriding theme of this book is that when an investor extends credit of any type, the goal is "to get your money back", and with a return that is commensurate with the risk. The goal of credit analysis is not to make "yes or no" decisions about the extension of credit, but to identify the degree of risk associated with a particular obligor or a particular credit instrument. This is consistent with modern banking industry portfolio management and the rating systems of credit agencies. Once the "riskiness" of an obligor or credit instrument is established, it can be priced or structured to match the risk demands or investment criteria of the entity that is extending the credit. A simple quote from Mr. J. P. Morgan is used often in this text - "Lending is not based primarily on money or property. No sir, the first thing is character". This statement represents one of the conflicts in modern credit analysis - that of models for decision making versus traditional credit analysis. The 2008 financial crisis was rooted in the mortgage backed securities business. Sophisticated models were used by investors, banks, and rating agencies to judge the credit worthiness of billions (and maybe trillions) of dollars worth of residential mortgage loans that were packaged into securities and distributed to investors. The models indicated that these securities would have very low losses. Of course, huge losses were incurred. Mr. Morgan had a good point. In this case is was both property and character. The properties that were the collateral for many of the mortgages had much less value than was anticipated. The valuation of the collateral was na�ve and flawed. Many assumptions were made that the value of homes would rise without pause. Many mortgage loans were made that were at or even above the appraised value of a residence.But character was a huge, perhaps larger, factor behind these losses. Many of the residential mortgage loans were made to individuals who knew that they did not have the income to make the required payments on the mortgages. Many of the mortgage brokers and lenders who made these loans also knew that many of the borrowers were not properly qualified. And, many of the bankers who securitized these loans also may have doubted the credit quality of some of the underlying mortgages. If bankers and rating agencies understood the extent of the fraud and lax standards in the fundamental loans backing the mortgage securities, or were willing to acknowledge it, the fiasco would not have occurred.
Provides information on investment banking, covering the basics of financial markets, interviews, career paths, and job responsibilities.
Presents an overview of available careers in the field of banking.
A leading workplace expert provides an inspirational, practical, and forward-looking career playbook for recent grads, career changers, and transitioning professionals looking to thrive in today’s rapidly evolving workplace. Covid-19 has heightened career uncertainty in a work landscape dominated by turbulence and change, and it is directly impacting how people are entering—or re-entering—the workplace. But as Lindsey Pollak makes clear, the pandemic merely accelerated career and hiring trends that have been building. Changes that were once slowly spreading have been rapidly implemented across all industries. This means that the old job hunting and career success rules no longer apply. Job seekers of all generations and skill sets must learn how to thrive in this “new normal,” which will include a hybrid of remote and in-person experiences, increased reliance on virtual communication and automation, constant disruption, and renewed employer emphasis on workers’ health and well-being. While this new world is complicated and constantly evolving, you won’t have to navigate it alone. For twenty years, Pollak has been following the trends and successfully advising young professionals and organizations on workplace success. Now, she guides you through the changes currently happening—and those to come. Combining insights from both experts and professionals across generations, she provides encouraging, strategic, and actionable advice on making lifelong decisions about education; building a resilient personal brand; using virtual communication to remotely interview, network, and work; skilling and reskilling for the future; and maintaining self-care and mental health. Like your personal GPS, Pollak equips you to handle workplace obstacles, helping you see them as challenges to navigate rather than impossible roadblocks. There is no perfect path to a dream career, but with Recalculating you’ll be prepared with the necessary skills and tools to succeed.
An essential guide for students in the life sciences, established researchers, and career counselors, this resource features discussions of job security, future trends, and potential career paths. Even those already working in the industry will find helpful information on how to take advantage of opportunities within their own companies and elsewhere.
Whether you are interested in customer service, banking administration or management, working in the big smoke or in regional areas, Career FAQs Banking Careers is a valuable resource.
"Considering commercial banking as a new career? Then this book is for you! Whether you are in school preparing to graduate or already employed in another field, you can successfully transition into banking and enjoy a lucrative career. This information will help you do it. Written as a personal conversation between the author and you, Andy Keusal shares the secrets of getting hired, learning the ropes, mastering the basics, and understanding how to put all of the pieces together. This quick and enjoyable read will help you distinguish yourself from other candidates and hit the ground running in your new job."--Back cover.
This is the essential resource and job-hunting guide for all those interested in international careers in the US government, multinational corporations, banks, consulting companies, international and nongovernmental organizations, the media, think tanks, universities, and more. Careers in International Affairs, now in its ninth edition, provides up-to-date insights about the range of possibilities in the global workplace and tips on how to get these jobs—along with profiles of hundreds of important employers. This helpful guide includes a directory of more than 250 organizations who offer internationally oriented jobs such as the US Department of State, CIA, United Nations, World Bank, J.P. Morgan Chase, Google, McKinsey & Company, and dozens more. The book also includes insightful testimonies about what these careers are really like from both junior and senior professionals in these fields. Careers in International Affairs gives advice on academic paths that will prepare students for demanding international careers and guidance on how to write resumes, interview for jobs, network, and maintain their online profile. Published in cooperation with the Edmund A. Walsh School of Foreign Service at Georgetown University, the oldest school of international affairs in the United States, Careers in International Affairs will encourage job seekers to consider their goals and talents, widen their horizons to consider new possibilities, and help them realize that their future can hold several careers, while reminding all that it is never too early—or too late—to consider the realm of opportunities that await them throughout the world.