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As tech products become more prevalent today, the demand for machine learning professionals continues to grow. But the responsibilities and skill sets required of ML professionals still vary drastically from company to company, making the interview process difficult to predict. In this guide, data science leader Susan Shu Chang shows you how to tackle the ML hiring process. She'll take you through the highly selective recruitment process by sharing hard-won lessons she learned along the way.

Born in China’s northwestern province, Sayragul Sauytbay trained as a doctor before being appointed a senior civil servant. But her life was upended when the Chinese authorities incarcerated her. Her crime? Being Kazakh, one of China’s ethnic minorities. The northwestern province borders the largest number of foreign nations and is the point in China that is the closest to Europe. In recent years, it has become home to more than 1,200 penal camps - modern-day gulags that are estimated to house three million members of the Kazakh and Uyghur minorities. 

The best and the brightest use advisors and experts. Whether in business, sports, entertainment, academia, or politics—expert help is a fundamental enabler of success. That means that the demand for expert advice will grow and the competition will increase for such help. This isn't a matter of "certificates" and "universities," it's a matter of specific skill and behavioral sets that create a trusting bond and reliance. Trusted advisors are beyond coaches—they are comprehensive resources and supporters.

Offering real hope and a new road map for inner peace, licensed counselor and author Diane Arnold leads you on a redemptive journey of twelve life-changing truths that help you live an emotionally, mentally, and spiritually healthy life.