PinnedFlorian HeinrichsinTowards Data ScienceFunctional Time SeriesWhen we measure data more frequently, how can we best analyze it? Functional Data Analysis (FDA) can simplify the analysis drastically.Jan 5, 2021Jan 5, 2021
PinnedFlorian HeinrichsinTowards Data ScienceTime Series Analysis — Part II/IITesting for independence and stationarity of possibly non-stationary, dependent time series.Nov 22, 20202Nov 22, 20202
PinnedFlorian HeinrichsinTowards Data ScienceMonitoring ML Models in ProductionDetecting deviations in the quality of models in production at the right time — neither too early nor too lateNov 10, 2020Nov 10, 2020
PinnedFlorian HeinrichsinTowards Data ScienceTime Series Analysis — Part IFrom Independent and Identically Distributed to Dependent and Non-Stationary DataNov 16, 2020Nov 16, 2020
Florian HeinrichsinTowards Data ScienceIntroduction to Brain-Computer InterfacesWhen technology from science fiction movies becomes reality.Oct 19, 20211Oct 19, 20211
Florian HeinrichsinTowards Data ScienceIntroduction to Functional Data Analysis (FDA)Sometimes less is more and sometimes moving from high-dimensional to infinite-dimensional data makes things easierJul 21, 20212Jul 21, 20212
Florian HeinrichsinTowards Data ScienceImage Processing and Optimal TransportFind out how to transport colors from one picture to another!Jan 19, 2021Jan 19, 2021
Florian HeinrichsinTowards Data ScienceSize Matters — Or Does It?How does the performance of ML models improve with increasing amounts of data? When does the cost of labeling outweigh its benefits?Jan 12, 2021Jan 12, 2021
Florian HeinrichsHot Topics in 2021 — A Personal AssessmentHere are the topics that I find intriguing and worth to follow closely in 2021!Dec 20, 2020Dec 20, 2020
Florian HeinrichsinTowards Data ScienceKernel Density Estimation and Non-Parametric RegressionWhat do kernel regression and KDE mean? Get an intuitive understanding of the concepts through examples and Python code!Dec 8, 2020Dec 8, 2020