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" In some ways, chocolate chip cookie recipes are my favorite algorithms. You put a bunch of bad-for-you stuff in a bowl and get a delicious result. "

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" It's a huge competitive advantage to see in real time what's happening with your data. "

" Companies that rely on licensing a proprietary dataset should expect to be outpaced by competitors using modern data collection techniques and more frequent updates and greater accuracy. "

" After graduate school, I joined Johnson & Wales University in Rhode Island as an assistant professor, but I continued to program in addition to teaching and working on research. I built a program that crawled job boards to determine which skills employers value, which helped Johnson & Wales explore ways to improve its curriculum. "

" Cool innovation might happen in startups, but they often lack the resources or the deep expertise in the problems they want to address. "

" Deep learning allows you to create predictive models at a level of quality and sophistication that was previously out of reach. And so deep learning also enhances the product function of data science because it can generate new product opportunities. "

" It's really fun and challenging to build things that have never been built before. "

" If you find something obscure fascinating, learn as much about it as you can, because there's a good chance it won't be obscure for long. "

" Data is a tool for enhancing intuition. "

" As your competitors learn more, you'll need to learn, too. "

" The job of the data scientist is to ask the right questions. "

" I joined bit.ly as chief scientist in October of 2009. The company is a URL-shortener and content-sharing platform; we provide tools for people to share and track links on the Internet. "

" It's easy to find people who can make pretty pictures, and it's easy to find people who can do math. But it's difficult to find people who can do both. "

" Don't be afraid to push your company in the direction you think is right - you'll either be fired or promoted, and either outcome will end up just fine. "

" I don't actually, as a general policy, block any sort of cookies. I keep them all turned on, and that's because I'm willing to make the tradeoff that I let companies gather this information about me in return for a better experience. "

" I'm a huge fan of the liberal arts approach of teaching you to think, analyze, and communicate, then sending you out into the world to cause trouble. "

" Data science requires having that cultural space to experiment and work on things that might fail. "

" A lot of people seem to think that data science is just a process of adding up a bunch of data and looking at the results, but that's actually not at all what the process is. "

" My job is to analyze our data set to understand it and build products on it. I look at raw data, do the math to clean it up, and build systems to make it easy to understand. "

" I'm very lucky to work at bitly, with a data set that allows us to explore human social behavior at the scale of human social behavior. "

" The sender and subject line are actually the most important parts of an e-mail because people tend to put more important information in the subject. "

" A good scientist can understand the current state of a field, pick interesting questions where a success will actually lead to useful new knowledge, and push that field further through their work. "

" Don't take advice you see on the Internet too seriously! "

" Creating things that people want to tie into their identity is the best way to make them spread. "

" In tech entrepreneurship, even a lot of hack events tend to be overly commercial in that they're designed to produce companies. "

Entrepreneurship

" I wish I'd known more about how to build a startup when I was younger. "

" I grew up as a computer scientist, and I've always been fascinated by algorithms. "

" Value experiences by how much you're learning, and if you're aren't learning, move on. "

" It's rare that you can solve a technology problem with more technology. "

" To gain the competitive edge, companies must master the ability to innovate. "

" Science is the practice of failing repeatedly but learning as you go. "