about it? IN DEPTH What is deep learning? Why is it different from machine learning? 01 03 02 04 05 06 AI in INDONESIA Where are we now? ETHICAL AI Is AI innately unbiased? FUTURE of AI What’s next for AI? AI for EVERYONE How to prepare individuals and companies for AI era?
turns out that dermatologists often put rulers in photos of skin cancer, for scale, but that the example photos of healthy skin do not contain rulers. To the system, the rulers (or rather, the pixels that we see as a ruler) were just differences between the example sets, and sometimes more prominent than the small blotches on the skin. So, the system that was built to detect skin cancer was, sometimes, detecting rulers instead.” (Evans, 2019) BIAS in AI
review categorization, photo classiﬁcation 1st Build an in-house AI team Find people with speciﬁc skills related to ML 2nd Provide broad AI training Everyone should learn what AI is! Be it managers, team leaders, etc. 3rd Develop an AI strategy What are some vital things to enhance? 4th Develop internal & external communications Talk with board of directors, investors, your precious stakeholders 5th