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How to protect your machine learning models against adversarial attacks A guide for developers and product managers 1: Know the difference between software bugs and adversarial attacks Software bugs are well-known among developers, and we have plenty of tools to find and fix them. Static and dynamic analysis tools find security bugs. Compilers can find and flag deprecated and potentially harmful code use. Test units can make sure functions respond to different kinds of input....

How to protect your machine learning models against adversarial attacks A guide for developers and product managers 1: Know the difference between software bugs and adversarial attacks Software bugs are well-known among developers, and we have plenty of tools to find and fix them. Static and dynamic analysis tools find security bugs. Compilers can find and flag deprecated and potentially harmful code use. Test units can make sure functions respond to different kinds of input....

How to recognize a diamond of a marketing idea When do you know when you have a diamond in the rough? 1. Go to the shelf of ideas and divide them up by priority Start by evaluating ideas according to Impact, Confidence, and Effort criteria. This approach is known as ICE system, and it’s a good way of relative prioritization, which easily applies to almost any product. Here’s how my team uses ICE:...

How to recognize a diamond of a marketing idea When do you know when you have a diamond in the rough? 1. Go to the shelf of ideas and divide them up by priority Start by evaluating ideas according to Impact, Confidence, and Effort criteria. This approach is known as ICE system, and it’s a good way of relative prioritization, which easily applies to almost any product. Here’s how my team uses ICE:...

How to register for Japanese video site Nico Nico Douga Story byMike Sheetal Mike Sheetal is Founder/Director of UltraSuperNew Inc., a Tokyo based interactive creative agency. Originally from Australia, he has been li(show all)Mike Sheetal is Founder/Director ofUltraSuperNew Inc., a Tokyo based interactive creative agency. Originally from Australia, he has been living and working in Japan since 2002 and working in digital media since 1994. He co-organises Tokyo2point0, an interactive industry networking event, and blogs atmikesheetal....