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Healthcare is the next frontier for data science. Using the latest in machine learning, deep learning, and natural language processing, you'll be able to solve healthcare's most pressing problems: reducing cost of care, ensuring patients get the best treatment, and increasing accessibility for the underserved. But first, you have to learn how to access and make sense of all that data.This book provides pragmatic and hands-on solutions for working with healthcare data, from data extraction to cleaning and harmonization to feature engineering. Author Andrew Nguyen covers specific ML and deep learning examples with a focus on producing high-quality data. You'll discover how graph technologies help you connect disparate data sources so you can solve healthcare's most challenging problems using advanced analytics.You'll learn:Different types of healthcare data: electronic health records, clinical registries and trials, digital health tools, and claims dataThe challenges of working with healthcare data, especially when trying to aggregate data from multiple sourcesCurrent options for extracting structured data from clinical textHow to make trade-offs when using tools and frameworks for normalizing structured healthcare dataHow to harmonize healthcare data using terminologies, ontologies, and mappings and crosswalks
Gone are the days when the recipe for landing the job of your dreams was a one-page resume, a dash of charm, and a heaping serving of hope. The path that led Baby Boomers to success is a dead end for millennials living in a world where competition is fierce and comparison is the norm. So how the hell do you stand out in all that noise and get noticed by the people who matter most? You build a personal brand they can't resist. Pauleanna Reid, a journalist, ghostwriter, and millennial mentor, and Andrew Nguyen, a branding connoisseur and digital strategist have partnered up for Mixed Emotions, a no-nonsense guide to personal branding that works. Reid and Nguyen have different perspectives and paths to success, but the result is the same - personal brands that are killin' the game. Both founders of successful 6-figure businesses before their 30th birthdays (against all odds), Reid and Nguyen tap into more than a decade of combined entrepreneurial and corporate experience to help you get clear on who you are, what you want, and how to get people to pay attention. This book includes more than 300 tips on: Creating a head-turning online presence Establishing your expertise Developing professional relationships Building an audience that matters Hacking your brain for productivity Bouncing back from failure …and so much more.Mixed Emotions isn't a magic formula for success (because there isn't one), but it's the next best thing: real, raw, practical advice from people who've walked in your shoes and want to see you win.
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