Introduction
Why use artificial intelligence and machine learning?
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1. How LinkedIn Leverages AI and ML
How do you define artificial intelligence and machine learning?
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What exactly is deep learning?
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What types of problems are best addressed through AI and machine learning?
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In what ways does LinkedIn use AI?
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How does LinkedIn decide what tasks will be handled by AI?
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What are the risks involved in trusting AI to make recommendations to LinkedIn users?
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What are the main steps to making machine learning work?
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What are some of the hardest things to get right when implementing AI?
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Which AI and ML tools does LinkedIn use?
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What are some of the ethical considerations of working with ML?
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2. Advice for a Career in AI and ML
What advice would you give to those starting to develop AI?
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What are the skills needed to have a good foundational understanding of machine learning?
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What do you look for when hiring an AI engineer?
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How was the LinkedIn AI Academy developed?
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3. Looking Ahead
What research projects are you working on to make LinkedIn better at leveraging AI?
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What are some of the most challenging questions AI needs to address in the future?
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What are your hopes for the future of AI?
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