Seaonics AS’ Post

Machine Failure Prediction: A Comprehensive Guide

Reminder: Parallel trends is not an assumption. It is a method for detecting an obvious violation of the unconfoundedness assumption.

Do you understand what it means to run things based on very sophisticated models that tell where, when, why, and how a tipping point might be reached? And what happens after that, based on variable scenarios and variable choices leading to variable results based on variable parameters?

Algorithms are mapped to real world scenarios in the course,which helps in understanding them better.

What does the system 'want'? What does the global, tech-driven, economic system actually want? Not in the intentional sense of course (the way a human wants something), but in the sense of its intrinsic optimization mechanics, its continuous recalibration towards paths of lesser resistance. What is its logic? What is its direction? What does a saturation of its dynamics look like? How much can we actually redirect its dynamic, with policy interventions? How much do we actually add to its momentum, by adding significant amounts of technological infrastructure on a daily basis? How much more does the system 'want', if, in essence, we only keep adding to its aggregate complexity? What would we want the system to want?

All models are wrong. Models are approximations of the reality. No matter how hard we try, there will be unavoidable uncertainties when describing a model, such as complex dynamics, uncertain driving forces, or stochastic events. But how can we design proper control algorithms if all our models are wrong? The robust control theory helps us design control algorithms for systems with uncertainties. If you are interested in applying advanced control techniques, check the videos of Brian Douglas, one of my favorite technical content creators on Youtube. #MATLAB #techtalk #controlsystems #aerospace

There's never enough time to explore the tools that would help you save more time. Ironic, isn't it? The principle of least effort can help here. Naturally, we humans choose the path of least resistance or effort. And that helps to get the ball rolling. What is the step of least effort to start saving time? Press the "Free trial" button here: https://lnkd.in/dSe_RyMd

When solving a problem, with the business, or at the lab bench, it's important to not stop thinking! It feels good to narrow the solution to two options, but it's rarely that simple. It's true that experiments work best with controls, but if you stop after one experiment, your discovery will most likely be shallow. Force yourself to consider that there might be a 3rd option, and work the problem... #ProblemSolving #ScientificMethod #Controls #ThinkOusideTheBox

STARK technology is fundamentally built on the principle of integrity, a concept famously defined by C.S. Lewis as the act of doing the right thing even when no one is looking. Leveraging mathematical principles, STARKs guarantee that computations are executed accurately, preserving their integrity, whether they are monitored or not. More on STARKs: https://lnkd.in/e23RYmhW

Need to train and tune the model to meet the desired accuracy.