Navigate compensating feedback loops by creating space for your audience to engage in a slower, iterative process that may advance toward a bigger idea with more compelling long-term value. #FeedbackLoops #SystemsThinking bigthinking.io/creating-feed…

Determining which problem solving tools to use is dependent on what you're trying to accomplish. #SystemsThinking bigthinking.io/a-cheat-sheet…

This guide provides an introduction to #SystemsThinking and how its principles, methods and tools can be used for innovation & problem solving. bigthinking.io/systems-think…

There is no shortage of ideas. bigthinking.io/creating-feed…

“When intelligent machines are constructed, we should not be surprised to find them as confused and as stubborn as men in their convictions about mind-matter, consciousness, free will, and the like.” ~Marvin Minsky

A common pitfall of #MachineLearning solutions is the failure to monitor models for adaptability problems & performance drift. #MLPitfall >>"Cause & effect are not closely related in time and space" #SystemsThinking

Integrating innovation and systems thinking principles to influence how we mature great ideas has four major benefits … #SystemsThinking bigthinking.io/why-is-system…

"Understanding programming concepts without the crutch of computers tends to result in deeper understanding. It is also a great way to find common ground between innovators all over the world." ~@kishau

"We push to find the one simple reason things have gone wrong. We look for the one action, or the one person, that created this mess. As soon as we find someone to blame, we act as if we’ve solved the problem.” ~Margaret J. Wheatley #SystemsThinker

The Legacy Of Marvin Minsky, Who Helped Found Artificial Intelligence. A pioneer of thinking about thinking. popsci.com/legacy-marvin-min…

We don't know anything until we create space for enough (of the right) people to connect and engage with our ideas. #FeedbackLoops bigthinking.io/creating-feed…

When executing a big idea, the need to protect it (and your ego) and the unpredictable chemistry of engagement leaves little room for the right people to provide deeper insights earlier in the process. #FeedbackLoops bigthinking.io/creating-feed…

"Remember that your hypothesis must be testable, measurable and have the potential of failing. What are you testing? How will you measure your success?" ~@kishau

Use the Data Iceberg Model to evaluate the quality & limitations of the data used to train your machine learning models. #SystemsThinking #ML #AI bigthinking.io/data-iceberg-…

Here's a guide for reviewing your project to determine if machine learning is a tool that would be useful. #ML bigthinking.io/characteristi…

The current process for training a machine to make hit music ignores all other intelligence required to develop a musical hit and diminishes the lived experiences, storytelling, and other skills that make good songs great. #AI #Art bigthinking.io/its-complicat…

"Why is Systems Thinking Important to Innovation?" #SystemsThinking bigthinking.io/why-is-system…

Innovation requires that once you get an idea, you have to get it in front of enough of the right people to create a feedback loop. bigthinking.io/creating-feed…

There are four commonly used frameworks and approaches for problem solving: Systems Thinking, Design Thinking, Lean, and Agile. Determining which framework to use is dependent on what you're trying to accomplish. bigthinking.io/a-cheat-sheet…

Kathrin Winkler, editor at @GreenBiz, states that “Systems thinking, on the other hand — understanding relationships and context when trying to effect change — underlies my worldview and helps me to be open to other perspectives” greenbiz.com/article/my-repe…