The Power of Degrees of Freedom | Statistics vs Robotics | Industry 4 | Hermitology | скачать в хорошем качестве

The Power of Degrees of Freedom | Statistics vs Robotics | Industry 4 | Hermitology |

A Hermitology Podcast #podcast #podcaster #podcastclips This weeks podcast dives into Degrees of Freedom (DoF) from multiple perspectives across, science and industry. We talk top tier DoF robotics, statistics, values and the quantum psychology of it all. Degrees of freedom (DoF) is a concept that appears in both statistics and robotics, but it means very different things in each context. DoF ~ In Statistics: Degrees of freedom refer to the number of independent values or quantities that can vary in an analysis without violating any constraints. Example: If you are calculating the sample variance of 5 data points, you're estimating the variance using the sample mean. Since the mean is already calculated from the data, only 4 of the values can vary freely (the 5th is constrained by the mean). So, the degrees of freedom = n − 1 = 4. In general: • Used in: t-tests, ANOVA, regression, chi-squared tests. • Represents: The amount of independent information available to estimate parameters. • Formula depends on: Number of observations and number of estimated parameters. DoF ~ In Robotics / Mechanical Systems: Degrees of freedom refer to the number of independent movements a robot or mechanical system can make in space. Example: A robotic arm in 3D space can: • Move along x, y, z (3 translational DoF), • Rotate around x, y, z axes (3 rotational DoF). So, it can have up to 6 degrees of freedom (like a human arm). In general: • Used in: Robot design, motion planning, kinematics. • Represents: The number of independent parameters that define its configuration or motion. • Higher DoF = more flexibility in movement. #degreesoffreedom #statistics #robotics #engineeringlife #physics #thermodynamics #computing #computingrevolution #biomechanics #quantumpsychology #quantumtheory Hermitology's Ecological Report (Page 4): https://drive.google.com/file/d/1CCsF... All Hermitology Publications: https://hermitology.me/press Are You Flourishing? https://hermitology.me/f/are-you-flou... George Ritzers PhiloSociology Encyclopedia: http://philosociology.com/UPLOADS/_PH... George Ritzers Sociological Theory 8th Edition: http://philosociology.com/UPLOADS/_PH... HER Recommended Watch = ALITA:    • ALITA: BATTLE ANGEL | OFFICIAL HD TRAILER ...   More Watchlist Recommendations: https://x.com/search?q=%23HerRec&src=... Acknowledgements: ‪@BostonDynamics‬ ‪@Honda‬ ‪@HERMITOLOGYTECH‬ ‪@hermitologist‬